{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022春 《交互式数据可视化》 week04 </font> \n",
    "\n",
    "<font color=gray size=4> 主讲 许智超</font>\n",
    "\n",
    "<font color=gray size=4> 时间：2022.03.23 </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 上周回顾\n",
    "\n",
    "## bokeh数据准备：\n",
    "> bokeh.sampledata.download() 下载元数据\n",
    "```\n",
    "import bokeh\n",
    "bokeh.sampledata.download()\n",
    "```\n",
    "\n",
    "## 折线图(单线条)\n",
    "> 1. 随时间连续变化的图形\n",
    "> 1. 参考链接：\n",
    ">> 1. https://docs.bokeh.org/en/latest/docs/reference/models/glyphs/line.html\n",
    ">> 1. https://docs.bokeh.org/en/latest/docs/reference/models/glyphs/multi_line.html \n",
    "\n",
    "```\n",
    "# 数据\n",
    "x = [1, 2, 3, 4, 5, 6, 7]\n",
    "y = [6, 7, 2, 4, 5, 10, 4]\n",
    "# 画布：坐标轴标签，画布大小\n",
    "p = figure(title=\"line example\", x_axis_label='x', y_axis_label='y', width=400, height=400)\n",
    "# 画图：数据、图例、线宽\n",
    "p.line(x, y, legend=\"Temp.\", line_width=2)  # 折线\n",
    "# 显示\n",
    "show(p)\n",
    "```\n",
    "\n",
    "## 折线图(多线条)\n",
    "* 参数说明：\n",
    "> 1. color:一次性设置所有线条颜色\n",
    "> 2. alpha: 一次性设置所有线条的透明度\n",
    "\n",
    "* tools说明\n",
    "> https://docs.bokeh.org/en/latest/docs/user_guide/tools.html\n",
    "\n",
    "```\n",
    "p = figure(plot_width=400, plot_height=400)\n",
    "# 线段x,y位置点为列表；两段线的颜色、透明度、线宽\n",
    "p.multi_line([[1, 3, 2], [3, 4, 6, 6]], [[2, 1, 4], [4, 7, 8, 5]],\n",
    "             color=[\"firebrick\", \"navy\"], alpha=[0.8, 0.3], line_width=4)\n",
    "show(p)\n",
    "```\n",
    "\n",
    "\n",
    "# 本周内容\n",
    "\n",
    "## 1. 折线图实践\n",
    "\n",
    "### 3.示例代码3:(简单数学模型)\n",
    "\n",
    "* 参数说明:\n",
    "> 1. legend: 图元的图例\n",
    "> 2. x_axis_label:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n",
       "  const css_urls = [];\n",
       "  \n",
       "\n",
       "  const inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure,output_notebook,show\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"6c6cf0ba-b392-4735-a504-a1b9e7d40181\" data-root-id=\"1003\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"f0f3f9d7-8543-4470-9bca-2e9e11e5cca5\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1014\"}],\"center\":[{\"id\":\"1017\"},{\"id\":\"1021\"},{\"id\":\"1048\"}],\"height\":350,\"left\":[{\"id\":\"1018\"}],\"renderers\":[{\"id\":\"1036\"},{\"id\":\"1054\"},{\"id\":\"1072\"},{\"id\":\"1093\"},{\"id\":\"1116\"},{\"id\":\"1140\"}],\"title\":{\"id\":\"1004\"},\"toolbar\":{\"id\":\"1027\"},\"width\":700,\"x_range\":{\"id\":\"1006\"},\"x_scale\":{\"id\":\"1010\"},\"y_range\":{\"id\":\"1008\"},\"y_scale\":{\"id\":\"1012\"}},\"id\":\"1003\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1136\"},\"glyph\":{\"id\":\"1137\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1139\"},\"nonselection_glyph\":{\"id\":\"1138\"},\"view\":{\"id\":\"1141\"}},\"id\":\"1140\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"red\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1092\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0],\"y\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0]},\"selected\":{\"id\":\"1046\"},\"selection_policy\":{\"id\":\"1045\"}},\"id\":\"1032\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"orange\",\"line_dash\":[4,4],\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1138\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":\"orange\",\"line_dash\":[4,4],\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1137\",\"type\":\"Line\"},{\"attributes\":{\"fill_color\":{\"value\":\"white\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"value\":8},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1051\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1136\"}},\"id\":\"1141\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1049\"},{\"id\":\"1088\"},{\"id\":\"1111\"},{\"id\":\"1162\"}]},\"id\":\"1048\",\"type\":\"Legend\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"red\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1091\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1089\"},\"glyph\":{\"id\":\"1090\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1092\"},\"nonselection_glyph\":{\"id\":\"1091\"},\"view\":{\"id\":\"1094\"}},\"id\":\"1093\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1033\",\"type\":\"Line\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"white\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"value\":8},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1052\",\"type\":\"Circle\"},{\"attributes\":{\"label\":{\"value\":\"y=10^x\"},\"renderers\":[{\"id\":\"1093\"},{\"id\":\"1116\"}]},\"id\":\"1111\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1159\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1089\"}},\"id\":\"1094\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"1014\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1017\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1160\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1010\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1108\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1026\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"label\":{\"value\":\"y=10^x^2\"},\"renderers\":[{\"id\":\"1140\"}]},\"id\":\"1162\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1065\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"LogScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"white\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"value\":8},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1053\",\"type\":\"Circle\"},{\"attributes\":{\"tools\":[{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"},{\"id\":\"1025\"}]},\"id\":\"1027\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1109\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1050\"}},\"id\":\"1055\",\"type\":\"CDSView\"},{\"attributes\":{\"axis_label\":\"sections\",\"coordinates\":null,\"formatter\":{\"id\":\"1043\"},\"group\":null,\"major_label_policy\":{\"id\":\"1044\"},\"ticker\":{\"id\":\"1015\"}},\"id\":\"1014\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0],\"y\":[1.023292992280754,1.7782794100389228,10.0,177.82794100389228,10000.0,1778279.410038923,1000000000.0]},\"selected\":{\"id\":\"1160\"},\"selection_policy\":{\"id\":\"1159\"}},\"id\":\"1136\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1015\",\"type\":\"BasicTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1032\"},\"glyph\":{\"id\":\"1033\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1035\"},\"nonselection_glyph\":{\"id\":\"1034\"},\"view\":{\"id\":\"1037\"}},\"id\":\"1036\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"x\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0],\"y\":[1.2589254117941673,3.1622776601683795,10.0,31.622776601683793,100.0,316.22776601683796,1000.0]},\"selected\":{\"id\":\"1109\"},\"selection_policy\":{\"id\":\"1108\"}},\"id\":\"1089\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"red\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"red\"},\"size\":{\"value\":6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1115\",\"type\":\"Circle\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1071\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"1032\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1133\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis_label\":\"particles\",\"coordinates\":null,\"formatter\":{\"id\":\"1040\"},\"group\":null,\"major_label_policy\":{\"id\":\"1041\"},\"ticker\":{\"id\":\"1019\"}},\"id\":\"1018\",\"type\":\"LogAxis\"},{\"attributes\":{\"fill_color\":{\"value\":\"red\"},\"line_color\":{\"value\":\"red\"},\"size\":{\"value\":6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1113\",\"type\":\"Circle\"},{\"attributes\":{\"num_minor_ticks\":10},\"id\":\"1019\",\"type\":\"LogTicker\"},{\"attributes\":{},\"id\":\"1041\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1068\"},\"glyph\":{\"id\":\"1069\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1071\"},\"nonselection_glyph\":{\"id\":\"1070\"},\"view\":{\"id\":\"1073\"}},\"id\":\"1072\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis\":{\"id\":\"1018\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1021\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1066\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1070\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1112\"},\"glyph\":{\"id\":\"1113\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1115\"},\"nonselection_glyph\":{\"id\":\"1114\"},\"view\":{\"id\":\"1117\"}},\"id\":\"1116\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"ticker\":null},\"id\":\"1040\",\"type\":\"LogTickFormatter\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1069\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"AllLabels\"},{\"attributes\":{\"data\":{\"x\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0],\"y\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0]},\"selected\":{\"id\":\"1066\"},\"selection_policy\":{\"id\":\"1065\"}},\"id\":\"1050\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1068\"}},\"id\":\"1073\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"red\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"red\"},\"size\":{\"value\":6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1114\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1134\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1085\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1112\"}},\"id\":\"1117\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1086\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"1026\"}},\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"label\":{\"value\":\"y=x\"},\"renderers\":[{\"id\":\"1036\"},{\"id\":\"1054\"}]},\"id\":\"1049\",\"type\":\"LegendItem\"},{\"attributes\":{\"label\":{\"value\":\"y=x^2\"},\"renderers\":[{\"id\":\"1072\"}]},\"id\":\"1088\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"orange\",\"line_dash\":[4,4],\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1139\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0],\"y\":[0.010000000000000002,0.25,1.0,2.25,4.0,6.25,9.0]},\"selected\":{\"id\":\"1086\"},\"selection_policy\":{\"id\":\"1085\"}},\"id\":\"1068\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"SaveTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"log axis example\"},\"id\":\"1004\",\"type\":\"Title\"},{\"attributes\":{\"data\":{\"x\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0],\"y\":[1.2589254117941673,3.1622776601683795,10.0,31.622776601683793,100.0,316.22776601683796,1000.0]},\"selected\":{\"id\":\"1134\"},\"selection_policy\":{\"id\":\"1133\"}},\"id\":\"1112\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1050\"},\"glyph\":{\"id\":\"1051\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1053\"},\"nonselection_glyph\":{\"id\":\"1052\"},\"view\":{\"id\":\"1055\"}},\"id\":\"1054\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"red\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1090\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1006\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"f0f3f9d7-8543-4470-9bca-2e9e11e5cca5\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"6c6cf0ba-b392-4735-a504-a1b9e7d40181\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "x = [0.1, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0]\n",
    "y0 = [i**2 for i in x]\n",
    "y1 = [10**i for i in x]\n",
    "y2 = [10**(i**2) for i in x]\n",
    "# 创建画布\n",
    "p = figure(\n",
    "    tools=\"pan,box_zoom,reset,save\",\n",
    "    y_axis_type=\"log\", title=\"log axis example\",\n",
    "    x_axis_label='sections', y_axis_label='particles',\n",
    "    width=700, height=350)  # y轴类型：log指数或linear线性\n",
    "# 增加图层，绘图\n",
    "p.line(x, x, legend=\"y=x\")\n",
    "p.circle(x, x, legend=\"y=x\", fill_color=\"white\", size=8)\n",
    "p.line(x, y0, legend=\"y=x^2\", line_width=3)\n",
    "p.line(x, y1, legend=\"y=10^x\", line_color=\"red\")\n",
    "p.circle(x, y1, legend=\"y=10^x\", fill_color=\"red\", line_color=\"red\", size=6)\n",
    "p.line(x, y2, legend=\"y=10^x^2\", line_color=\"orange\", line_dash=\"4 4\")\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.legend.location = \"top_left\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.legend.click_policy = \"hide\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"7e394ee2-ffb9-47bc-b234-6e279654c71b\" data-root-id=\"1003\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = 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utes\":{\"label\":{\"value\":\"y=x^2\"},\"renderers\":[{\"id\":\"1072\"}]},\"id\":\"1088\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"orange\",\"line_dash\":[4,4],\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1139\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0],\"y\":[0.010000000000000002,0.25,1.0,2.25,4.0,6.25,9.0]},\"selected\":{\"id\":\"1086\"},\"selection_policy\":{\"id\":\"1085\"}},\"id\":\"1068\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"SaveTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"log axis example\"},\"id\":\"1004\",\"type\":\"Title\"},{\"attributes\":{\"data\":{\"x\":[0.1,0.5,1.0,1.5,2.0,2.5,3.0],\"y\":[1.2589254117941673,3.1622776601683795,10.0,31.622776601683793,100.0,316.22776601683796,1000.0]},\"selected\":{\"id\":\"1134\"},\"selection_policy\":{\"id\":\"1133\"}},\"id\":\"1112\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1050\"},\"glyph\":{\"id\":\"1051\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1053\"},\"nonselection_glyph\":{\"id\":\"1052\"},\"view\":{\"id\":\"1055\"}},\"id\":\"1054\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"red\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1090\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1006\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"4869831b-41c2-49c3-8b8f-5c3cd0671dc0\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"7e394ee2-ffb9-47bc-b234-6e279654c71b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.models import ColumnDataSource, NumeralTickFormatter, SingleIntervalTicker\n",
    "from bokeh.sampledata.us_marriages_divorces import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Marriages</th>\n",
       "      <th>Divorces</th>\n",
       "      <th>Population</th>\n",
       "      <th>Marriages_per_1000</th>\n",
       "      <th>Divorces_per_1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1867</td>\n",
       "      <td>357000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>36970000</td>\n",
       "      <td>9.7</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1868</td>\n",
       "      <td>345000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>37885000</td>\n",
       "      <td>9.1</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1869</td>\n",
       "      <td>348000.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>38870000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1870</td>\n",
       "      <td>352000.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>39905000</td>\n",
       "      <td>8.8</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1871</td>\n",
       "      <td>359000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>41010000</td>\n",
       "      <td>8.8</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2007</td>\n",
       "      <td>2197000.0</td>\n",
       "      <td>856000.0</td>\n",
       "      <td>301696000</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2008</td>\n",
       "      <td>2157000.0</td>\n",
       "      <td>844000.0</td>\n",
       "      <td>304543000</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2009</td>\n",
       "      <td>2080000.0</td>\n",
       "      <td>840000.0</td>\n",
       "      <td>307240000</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2010</td>\n",
       "      <td>2096000.0</td>\n",
       "      <td>872000.0</td>\n",
       "      <td>309776000</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2011</td>\n",
       "      <td>2118000.0</td>\n",
       "      <td>877000.0</td>\n",
       "      <td>312034000</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Marriages  Divorces  Population  Marriages_per_1000  \\\n",
       "0    1867   357000.0   10000.0    36970000                 9.7   \n",
       "1    1868   345000.0   10000.0    37885000                 9.1   \n",
       "2    1869   348000.0   11000.0    38870000                 9.0   \n",
       "3    1870   352000.0   11000.0    39905000                 8.8   \n",
       "4    1871   359000.0   12000.0    41010000                 8.8   \n",
       "..    ...        ...       ...         ...                 ...   \n",
       "140  2007  2197000.0  856000.0   301696000                 7.3   \n",
       "141  2008  2157000.0  844000.0   304543000                 7.1   \n",
       "142  2009  2080000.0  840000.0   307240000                 6.8   \n",
       "143  2010  2096000.0  872000.0   309776000                 6.8   \n",
       "144  2011  2118000.0  877000.0   312034000                 6.8   \n",
       "\n",
       "     Divorces_per_1000  \n",
       "0                  0.3  \n",
       "1                  0.3  \n",
       "2                  0.3  \n",
       "3                  0.3  \n",
       "4                  0.3  \n",
       "..                 ...  \n",
       "140                2.8  \n",
       "141                2.8  \n",
       "142                2.7  \n",
       "143                2.8  \n",
       "144                2.8  \n",
       "\n",
       "[145 rows x 6 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [Bokeh中独特的数据类型简介： ColumnDataSource](https://developer.aliyun.com/article/645338)\n",
    "\n",
    "* 通过 ColumnDataSource 来提供数据\n",
    "\n",
    "> 1. data 为字典\n",
    "> 1. data 为 pandas 的 DataFrame\n",
    "> 1. data 为 pandas 的 DataFrame 的 groupby 对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.interpolate(method='linear', axis=0).ffill().bfill()\n",
    "source = ColumnDataSource(data=dict(\n",
    "    year=data.Year.values,\n",
    "    marriages=data.Marriages_per_1000.values,\n",
    "    divorces=data.Divorces_per_1000.values,\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=dict(\n",
    "    year=data.Year.values,\n",
    "    marriages=data.Marriages_per_1000.values,\n",
    "    divorces=data.Divorces_per_1000.values,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 工具条[TOOLS](https://docs.bokeh.org/en/latest/docs/user_guide/tools.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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years of marriage and divorce in the U.S.\"},\"id\":\"1528\",\"type\":\"Title\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"year\"},\"y\":{\"field\":\"marriages\"}},\"id\":\"1530\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1568\",\"type\":\"Selection\"},{\"attributes\":{\"axis_label\":\"# per 1,000 people\",\"coordinates\":null,\"formatter\":{\"id\":\"1526\"},\"group\":null,\"major_label_policy\":{\"id\":\"1564\"},\"ticker\":{\"id\":\"1506\"}},\"id\":\"1505\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1565\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"1492\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"6f7ea754-73f9-4ab4-8e60-dbdb9bfb3b25\",\"root_ids\":[\"1492\"],\"roots\":{\"1492\":\"2fbe5446-dba7-45b2-bd53-43708a3e6929\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
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       "id": "1492"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 工具条\n",
    "TOOLS = 'pan,wheel_zoom,box_zoom,reset,save'\n",
    "# 画布\n",
    "p = figure(tools=TOOLS, plot_width=800, plot_height=500,\n",
    "           tooltips='<font face=\"Arial\" size=\"3\">@$name{0.0} $name per 1,000 people in @year</font>')\n",
    "# 其他自定义属性\n",
    "p.hover.mode = 'vline'\n",
    "p.xaxis.ticker = SingleIntervalTicker(interval=10, num_minor_ticks=0)\n",
    "p.yaxis.formatter = NumeralTickFormatter(format='0.0a')\n",
    "p.yaxis.axis_label = '# per 1,000 people'\n",
    "p.title.text = '144 years of marriage and divorce in the U.S.'\n",
    "# 绘图\n",
    "p.line('year', 'marriages', color='#1f77b4', line_width=3, source=source, name=\"marriages\")\n",
    "p.line('year', 'divorces', color='#ff7f0e', line_width=3, source=source, name=\"divorces\")\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 时间序列（Time series）\n",
    "* 将某种现象某一个统计指标在不同时间的各个数值，按先后时间顺序排列而成的序列\n",
    "* 是一种动态数据处理的方法\n",
    "* 案例:\n",
    "> 1. 第二次世界大战前应用于经济预测\n",
    "> 2. 二战之后用于空间科学、气象预报等领域"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 示例代码 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"
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    },
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       "\n",
       "\n",
       "\n",
       "\n",
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       "  <div class=\"bk-root\" id=\"c525cc33-8e44-4b22-9607-80df29da882f\" data-root-id=\"1615\"></div>\n"
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       "    \n",
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ET325CAAAADbjfbkIAAIDYXOBuQgAAADtL4m5CAACABvDibkIAAADSlONuQgAAgJ055G5CAAAAad7kbkIAAIDLzOZuQgAAAJdx525CAACAYhbobkIAAAAuu+huQgAAgPlf6W5CAACAJ/PrbkIAAADzl+xuQgAAgL487W5CAAAAiuHtbkIAAIDsz+9uQgAAALh08G5CAACAgxnxbkIAAABPvvFuQgAAgBpj8m5CAAAAfVH0bkIAAIBI9vRuQgAAABSb9W5CAACA3z/2bkIAAACr5PZuQgAAgA3T+G5CAAAA2Xf5bkIAAICkHPpuQgAAAHDB+m5CAACAO2b7bkIAAACeVP1uQgAAgGn5/W5CAAAANZ7+bkIAAIAAQ/9uQgAAAMzn/25CAACALtYBb0IAAAD6egJvQgAAgMUfA29CAAAAkcQDb0IAAIBcaQRvQgAAAL9XBm9CAACAivwGb0IAAABWoQdvQgAAgCFGCG9CAAAA7eoIb0IAAIBP2QpvQgAAABt+C29CAACA5iIMb0IAAACyxwxvQgAAgH1sDW9CAAAA4FoPb0IAAICr/w9vQgAAAHekEG9CAACAQkkRb0IAAAAO7hFvQgAAgHDcE29CAAAAPIEUb0IAAIAHJhVvQgAAANPKFW9CAACAnm8Wb0IAAAABXhhvQgAAgMwCGW9CAAAAmKcZb0IAAIBjTBpvQgAAAC/xGm9CAACAkd8cb0IAAABdhB1vQgAAgCgpHm9CAAAA9M0eb0IAAIC/ch9vQgAAACJhIW9CAACA7QUib0IAAAC5qiJvQgAAAFD0I29CAACAsuIlb0IAAAB+hyZvQgAAgEksJ29CAAAAFdEnb0IAAIDgdShvQgAAAENkKm9CAACADgkrb0IAAADarStvQgAAgKVSLG9CAAAAcfcsb0IAAIDT5S5vQgAAAJ+KL29CAACAai8wb0IAAAA21DBvQgAAgAF5MW9CAAAAZGczb0IAAIAvDDRvQgAAAPuwNG9CAAAAkvo1b0IAAID06DdvQgAAAMCNOG9CAACAizI5b0IAAIAifDpvQgAAAIVqPG9CAACAUA89b0IAAAActD1vQgAAgOdYPm9CAAAAs/0+b0IAAIAV7EBvQgAAAOGQQW9CAACArDVCb0IAAAB42kJvQgAAgEN/Q29CAACAcRJGb0IAAAA9t0ZvQgAAgAhcR29CAAAA1ABIb0IAAIA270lvQgAAAAKUSm9CAACAzThLb0IAAACZ3UtvQgAAgGSCTG9CAAAAx3BOb0IAAICSFU9vQgAAAF66T29CAACAKV9Qb0IAAAD1A1FvQgAAgFfyUm9CAAAAI5dTb0IAAIDuO1RvQgAAALrgVG9CAACAhYVVb0IAAICzGFhvQgAAAH+9WG9CAACASmJZb0IAAAAWB1pvQgAAgHj1W29CAAAARJpcb0IAAIAPP11vQgAAANvjXW9CAACApoheb0IAAAAJd2BvQgAAgNQbYW9CAAAAoMBhb0IAAIBrZWJvQgAAADcKY29CAACAmfhkb0IAAABlnWVvQgAAgDBCZm9CAAAA/OZmb0IAAIDHi2dvQgAAACp6aW9CAACA9R5qb0IAAADBw2pvQgAAgIxoa29CAAAAWA1sb0IAAIC6+21vQgAAAIagbm9CAACAUUVvb0IAAAAd6m9vQgAAgOiOcG9CAAAAS31yb0IAAIAWInNvQgAAAOLGc29CAACArWt0b0IAAAB5EHVvQgAAgNv+dm9CAAAAp6N3b0IAAIBySHhvQgAAAD7teG9CAAAAbIB7b0IAAIA3JXxvQgAAAAPKfG9CAACAzm59b0IAAACaE35vQgAAgPwBgG9CAAAAyKaAb0IAAICTS4FvQgAAAF/wgW9CAACAKpWCb0IAAACNg4RvQgAAgFgohW9CAAAAJM2Fb0IAAIDvcYZvQgAAALsWh29CAACAHQWJb0IAAADpqYlvQgAAgLROim9CAAAAgPOKb0IAAIBLmItvQgAAAK6GjW9CAACAeSuOb0IAAABF0I5vQgAAgBB1j29CAAAA3BmQb0IAAIA+CJJvQgAAAAqtkm9CAACA1VGTb0IAAACh9pNvQgAAgGyblG9CAAAAz4mWb0IAAICaLpdvQgAAAGbTl29CAACAMXiYb0IAAAD9HJlvQgAAACuwm29CAACA9lScb0IAAADC+ZxvQgAAgI2enW9CAAAA8Iyfb0IAAIC7MaBvQgAAAIfWoG9CAACAUnuhb0IAAICADqRvQgAAAEyzpG9CAACAF1ilb0IAAADj/KVvQgAAgK6hpm9CAAAAEZCob0IAAIDcNKlvQgAAAKjZqW9CAACAc36qb0IAAAA/I6tvQgAAgKERrW9CAAAAbbatb0IAAIA4W65vQgAAAAQAr29CAACAz6Svb0IAAID9N7JvQgAAAMncsm9CAACAlIGzb0IAAABgJrRvQgAAgMIUtm9CAAAAjrm2b0IAAIBZXrdvQgAAACUDuG9CAACA8Ke4b0IAAABTlrpvQgAAgB47u29CAAAA6t+7b0IAAIC1hLxvQgAAAIEpvW9CAACA4xe/b0IAAACvvL9vQgAAgHphwG9CAAAARgbBb0IAAIARq8FvQgAAAHSZw29CAACAPz7Eb0IAAAAL48RvQgAAgNaHxW9CAAAAoizGb0IAAIAEG8hvQgAAANC/yG9CAACAm2TJb0IAAABnCcpvQgAAgDKuym9CAAAAlZzMb0IAAIBgQc1vQgAAACzmzW9CAACA94rOb0IAAADDL89vQgAAgCUe0W9CAAAA8cLRb0IAAIC8Z9JvQgAAAIgM029CAACAU7HTb0IAAAC2n9VvQgAAgIFE1m9CAAAATenWb0IAAIAYjtdvQgAAAOQy2G9CAAAAEsbab0IAAIDdattvQgAAAKkP3G9CAACAdLTcb0IAAADXot5vQgAAgKJH329CAAAAbuzfb0IAAIA5keBvQgAAAAU24W9CAACAZyTjb0IAAAAzyeNvQgAAgP5t5G9CAAAAyhLlb0IAAICVt+VvQgAAAPil529CAACAw0rob0IAAACP7+hvQgAAgFqU6W9CAAAAJjnqb0IAAICIJ+xvQgAAAFTM7G9CAACAH3Htb0IAAADrFe5vQgAAgLa67m9CAAAAGanwb0IAAIDkTfFvQgAAALDy8W9CAACAe5fyb0IAAABHPPNvQgAAgKkq9W9CAAAAdc/1b0IAAIBAdPZvQgAAAAwZ929CAACA1733b0IAAAA6rPlvQgAAgAVR+m9CAAAA0fX6b0IAAICcmvtvQgAAAGg//G9CAACAyi3+b0IAAACW0v5vQgAAgGF3/29CAACAFg4AcEIAAEB8YABwQgAAgK1XAXBCAABAE6oBcEIAAAB5/AFwQgAAwN5OAnBCAACARKECcEIAAMB1mANwQgAAgNvqA3BCAABAQT0EcEIAAACnjwRwQgAAwAziBHBCAAAAPtkFcEIAAMCjKwZwQgAAgAl+BnBCAAAA1SIHcEIAAEAGGghwQgAAAGxsCHBCAADA0b4IcEIAAIA3EQlwQgAAQJ1jCXBCAACAzloKcEIAAEA0rQpwQgAAAJr/CnBCAADA/1ELcEIAAIBlpAtwQgAAwJabDHBCAACA/O0McEIAAEBiQA1wQgAAAMiSDXBCAADALeUNcEIAAABf3A5wQgAAwMQuD3BCAACAKoEPcEIAAECQ0w9wQgAAQCcdEXBCAAAAjW8RcEIAAMDywRFwQgAAgFgUEnBCAABAvmYScEIAAIDvXRNwQgAAQFWwE3BCAAAAuwIUcEIAAMAgVRRwQgAAgIanFHBCAADAt54VcEIAAIAd8RVwQgAAQINDFnBCAAAA6ZUWcEIAAMBO6BZwQgAAwOUxGHBCAACAS4QYcEIAAECx1hhwQgAAABcpGXBCAABASCAacEIAAACuchpwQgAAwBPFGnBCAACAeRcbcEIAAEDfaRtwQgAAgBBhHHBCAABAdrMccEIAAADcBR1wQgAAwEFYHXBCAACAp6odcEIAAMDYoR5wQgAAgD70HnBCAABApEYfcEIAAAAKmR9wQgAAwG/rH3BCAAAAoeIgcEIAAMAGNSFwQgAAgGyHIXBCAABA0tkhcEIAAAA4LCJwQgAAAM91I3BCAADANMgjcEIAAICaGiRwQgAAQABtJHBCAACAMWQlcEIAAECXtiVwQgAAAP0IJnBCAADAYlsmcEIAAIDIrSZwQgAAwPmkJ3BCAACAX/cncEIAAEDFSShwQgAAACucKHBCAADAkO4ocEIAAADC5SlwQgAAwCc4KnBCAACAjYoqcEIAAEDz3CpwQgAAAFkvK3BCAABAiiYscEIAAADweCxwQgAAwFXLLHBCAACAux0tcEIAAIBSZy5wQgAAQLi5LnBCAAAAHgwvcEIAAMCDXi9wQgAAgOmwL3BCAADAGqgwcEIAAICA+jBwQgAAQOZMMXBCAAAATJ8xcEIAAMCx8TFwQgAAAOPoMnBCAADASDszcEIAAICujTNwQgAAQBTgM3BCAAAAejI0cEIAAECrKTVwQgAAABF8NXBCAADAds41cEIAAIDcIDZwQgAAQEJzNnBCAACAc2o3cEIAAEDZvDdwQgAAAD8POHBCAADApGE4cEIAAIAKtDhwQgAAwDurOXBCAACAof05cEIAAEAHUDpwQgAAAG2iOnBCAADA0vQ6cEIAAAAE7DtwQgAAwGk+PHBCAACAz5A8cEIAAEA14zxwQgAAAJs1PXBCAABAzCw+cEIAAAAyfz5wQgAAwJfRPnBCAACA/SM/cEIAAEBjdj9wQgAAgJRtQHBCAABA+r9AcEIAAABgEkFwQgAAwMVkQXBCAACAK7dBcEIAAIDCAENwQgAAQChTQ3BCAAAAjqVDcEIAAMDz90NwQgAAACXvRHBCAADAikFFcEIAAIDwk0VwQgAAQFbmRXBCAAAAvDhGcEIAAEDtL0dwQgAAAFOCR3BCAADAuNRHcEIAAIAeJ0hwQgAAQIR5SHBCAACAtXBJcEIAAEAbw0lwQgAAAIEVSnBCAADA5mdKcEIAAIBMukpwQgAAwH2xS3BCAACA4wNMcEIAAEBJVkxwQgAAAK+oTHBCAADAFPtMcEIAAMCrRE5wQgAAgBGXTnBCAABAd+lOcEIAAADdO09wQgAAQA4zUHBCAAAAdIVQcEIAAMDZ11BwQgAAgD8qUXBCAABApXxRcEIAAIDWc1JwQgAAQDzGUnBCAAAAohhTcEIAAMAHa1NwQgAAgG29U3BCAADAnrRUcEIAAIAEB1VwQgAAQGpZVXBCAAAA0KtVcEIAAMA1/lVwQgAAAGf1VnBCAADAzEdXcEIAAIAymldwQgAAQJjsV3BCAAAA/j5YcEIAAEAvNllwQgAAAJWIWXBCAADA+tpZcEIAAIBgLVpwQgAAQMZ/WnBCAACA93ZbcEIAAEBdyVtwQgAAAMMbXHBCAADAKG5ccEIAAICOwFxwQgAAwL+3XXBCAACAJQpecEIAAECLXF5wQgAAAPGuXnBCAADAVgFfcEIAAACI+F9wQgAAwO1KYHBCAACAU51gcEIAAEC572BwQgAAAB9CYXBCAAAAtoticEIAAMAb3mJwQgAAgIEwY3BCAABA54JjcEIAAIAYemRwQgAAQH7MZHBCAAAA5B5lcEIAAMBJcWVwQgAAgK/DZXBCAADA4LpmcEIAAIBGDWdwQgAAQKxfZ3BCAAAAErJncEIAAMB3BGhwQgAAAKn7aHBCAADADk5pcEIAAIB0oGlwQgAAQNryaXBCAAAAQEVqcEIAAEBxPGtwQgAAANeOa3BCAADAPOFrcEIAAICiM2xwQgAAQAiGbHBCAACAOX1tcEIAAECfz21wQgAAAAUibnBCAADAanRucEIAAIDQxm5wQgAAwAG+b3BCAACAZxBwcEIAAEDNYnBwQgAAADO1cHBCAADAmAdxcEIAAADK/nFwQgAAwC9RcnBCAACAlaNycEIAAED79XJwQgAAAGFIc3BCAABAkj90cEIAAAD4kXRwQgAAwF3kdHBCAACAwzZ1cEIAAEApiXVwQgAAgFqAdnBCAABAwNJ2cEIAAAAmJXdwQgAAwIt3d3BCAACA8cl3cEIAAMAiwXhwQgAAgIgTeXBCAABA7mV5cEIAAABUuHlwQgAAwLkKenBCAAAA6wF7cEIAAMBQVHtwQgAAgLame3BCAAAAgkt8cEIAAECzQn1wQgAAABmVfXBCAADAfud9cEIAAIDkOX5wQgAAQEqMfnBCAACAe4N/cEIAAEDh1X9wQgAAAEcogHBCAADArHqAcEIAAIASzYBwQgAAwEPEgXBCAACAqRaCcEIAAEAPaYJwQgAAAHW7gnBCAADA2g2DcEIAAAAMBYRwQgAAwHFXhHBCAACA16mEcEIAAEA9/IRwQgAAAKNOhXBCAAAAOpiGcEIAAMCf6oZwQgAAgAU9h3BCAABAa4+HcEIAAEAC2YhwQgAAAGgriXBCAADAzX2JcEIAAIAz0IlwQgAAwGTHinBCAACAyhmLcEIAAEAwbItwQgAAAJa+i3BCAADA+xCMcEIAAMCSWo1wQgAAgPisjXBCAABAXv+NcEIAAADEUY5wQgAAQPVIj3BCAAAAW5uPcEIAAMDA7Y9wQgAAgCZAkHBCAABAjJKQcEIAAIC9iZFwQgAAQCPckXBCAAAAiS6ScEIAAMDugJJwQgAAgFTTknBCAADAhcqTcEIAAIDrHJRwQgAAQFFvlHBCAAAAt8GUcEIAAMAcFJVwQgAAAE4LlnBCAADAs12WcEIAAIAZsJZwQgAAQH8Cl3BCAAAA5VSXcEIAAAB8nphwQgAAwOHwmHBCAACAR0OZcEIAAECtlZlwQgAAgN6MmnBCAABARN+acEIAAACqMZtwQgAAwA+Em3BCAACAddabcEIAAMCmzZxwQgAAgAwgnXBCAABAcnKdcEIAAADYxJ1wQgAAwD0XnnBCAAAAbw6fcEIAAMDUYJ9wQgAAgDqzn3BCAABAoAWgcEIAAAAGWKBwQgAAQDdPoXBCAAAAnaGhcEIAAMAC9KFwQgAAgGhGonBCAABAzpiicEIAAID/j6NwQgAAQGXio3BCAAAAyzSkcEIAAMAwh6RwQgAAgJbZpHBCAADAx9ClcEIAAIAtI6ZwQgAAQJN1pnBCAAAA+cemcEIAAMBeGqdwQgAAAJARqHBCAADA9WOocEIAAIBbtqhwQgAAQMEIqXBCAABAWFKqcEIAAAC+pKpwQgAAwCP3qnBCAACAiUmrcEIAAEDvm6twQgAAgCCTrHBCAABAhuWscEIAAADsN61wQgAAwFGKrXBCAACAt9ytcEIAAMDo065wQgAAgE4mr3BCAABAtHivcEIAAAAay69wQgAAwH8dsHBCAAAAsRSxcEIAAMAWZ7FwQgAAgHy5sXBCAABA4guycEIAAABIXrJwQgAAQHlVs3BCAAAA36ezcEIAAMBE+rNwQgAAgKpMtHBCAABAEJ+0cEIAAIBBlrVwQgAAQKfotXBCAAAADTu2cEIAAMByjbZwQgAAgNjftnBCAACAbym4cEIAAEDVe7hwQgAAADvOuHBCAADAoCC5cEIAAADSF7pwQgAAwDdqunBCAACAnby6cEIAAEADD7twQgAAAGlhu3BCAABAmli8cEIAAAAAq7xwQgAAwGX9vHBCAACAy0+9cEIAAEAxor1wQgAAgGKZvnBCAABAyOu+cEIAAAAuPr9wQgAAwJOQv3BCAACA+eK/cEIAAMAq2sBwQgAAgJAswXBCAABA9n7BcEIAAABc0cFwQgAAwMEjwnBCAAAA8xrDcEIAAIC+v8NwQgAAQCQSxHBCAAAAimTEcEIAAEC7W8VwQgAAACGuxXBCAADAhgDGcEIAAIDsUsZwQgAAQFKlxnBCAACAg5zHcEIAAEDp7sdwQgAAAE9ByHBCAADAtJPIcEIAAIAa5shwQgAAwEvdyXBCAACAsS/KcEIAAEAXgspwQgAAAH3UynBCAADA4ibLcEIAAAAUHsxwQgAAwHlwzHBCAACA38LMcEIAAEBFFc1wQgAAAKtnzXBCAABA3F7OcEIAAABCsc5wQgAAwKcDz3BCAACADVbPcEIAAEBzqM9wQgAAgKSf0HBCAABACvLQcEIAAABwRNFwQgAAwNWW0XBCAACAO+nRcEIAAMBs4NJwQgAAgNIy03BCAABAOIXTcEIAAACe19NwQgAAwAMq1HBCAAAANSHVcEIAAMCac9VwQgAAgADG1XBCAABAZhjWcEIAAADMatZwQgAAAGO013BCAADAyAbYcEIAAIAuWdhwQgAAQJSr2HBCAACAxaLZcEIAAEAr9dlwQgAAAJFH2nBCAADA9pnacEIAAIBc7NpwQgAAwI3j23BCAACA8zXccEIAAEBZiNxwQgAAAL/a3HBCAADAJC3dcEIAAABWJN5wQgAAwLt23nBCAACAIcnecEIAAECHG99wQgAAAO1t33BCAABAHmXgcEIAAACEt+BwQgAAwOkJ4XBCAACAT1zhcEIAAEC1ruFwQgAAgOal4nBCAABATPjicEIAAACySuNwQgAAwBed43BCAACAfe/jcEIAAMCu5uRwQgAAgBQ55XBCAABAeovlcEIAAADg3eVwQgAAwEUw5nBCAAAAdyfncEIAAMDceedwQgAAgELM53BCAABAqB7ocEIAAAAOcehwQgAAQD9o6XBCAAAApbrpcEIAAMAKDepwQgAAgHBf6nBCAABA1rHqcEIAAIAHqetwQgAAQG3763BCAAAA003scEIAAMA4oOxwQgAAgJ7y7HBCAADAz+ntcEIAAIA1PO5wQgAAQJuO7nBCAAAAAeHucEIAAMBmM+9wQgAAAJgq8HBCAADA/XzwcEIAAIBjz/BwQgAAAC908XBCAABAYGvycEIAAADGvfJwQgAAwCsQ83BCAACAkWLzcEIAAED3tPNwQgAAgCis9HBCAABAjv70cEIAAAD0UPVwQgAAwFmj9XBCAACAv/X1cEIAAMDw7PZwQgAAgFY/93BCAABAvJH3cEIAAAAi5PdwQgAAwIc2+HBCAAAAuS35cEIAAMAegPlwQgAAgITS+XBCAABA6iT6cEIAAABQd/pwQgAAAOfA+3BCAADATBP8cEIAAICyZfxwQgAAQBi4/HBCAAAAFVT+cEIAAMB6pv5wQgAAgOD4/nBCAADAEfD/cEIAAIB3QgBxQgAAQN2UAHFCAAAAQ+cAcUIAAMCoOQFxQgAAwD+DAnFCAACApdUCcUIAAEALKANxQgAAAHF6A3FCAABAonEEcUIAAAAIxARxQgAAwG0WBXFCAACA02gFcUIAAEA5uwVxQgAAgGqyBnFCAABA0AQHcUIAAAA2VwdxQgAAwJupB3FCAACAAfwHcUIAAMAy8whxQgAAgJhFCXFCAABA/pcJcUIAAABk6glxQgAAwMk8CnFCAAAA+zMLcUIAAMBghgtxQgAAgMbYC3FCAABALCsMcUIAAACSfQxxQgAAACnHDXFCAADAjhkOcUIAAID0aw5xQgAAQFq+DnFCAACAi7UPcUIAAEDxBxBxQgAAAFdaEHFCAADAvKwQcUIAAIAi/xBxQgAAwFP2EXFCAACAuUgScUIAAEAfmxJxQgAAAIXtEnFCAADA6j8TcUIAAAAcNxRxQgAAwIGJFHFCAACA59sUcUIAAEBNLhVxQgAAALOAFXFCAABA5HcWcUIAAABKyhZxQgAAwK8cF3FCAACAFW8XcUIAAEB7wRdxQgAAgKy4GHFCAABAEgsZcUIAAAB4XRlxQgAAwN2vGXFCAACAQwIacUIAAMB0+RpxQgAAgNpLG3FCAABAQJ4bcUIAAACm8BtxQgAAAD06HXFCAADAoowdcUIAAIAI3x1xQgAAQG4xHnFCAAAA1IMecUIAAEAFex9xQgAAAGvNH3FCAADA0B8gcUIAAIA2ciBxQgAAQJzEIHFCAACAzbshcUIAAEAzDiJxQgAAAJlgInFCAADA/rIicUIAAIBkBSNxQgAAwJX8I3FCAACA+04kcUIAAEBhoSRxQgAAAMfzJHFCAADALEYlcUIAAABePSZxQgAAwMOPJnFCAACAKeImcUIAAECPNCdxQgAAAPWGJ3FCAABAJn4ocUIAAACM0ChxQgAAwPEiKXFCAACAV3UpcUIAAEC9xylxQgAAgO6+KnFCAABAVBErcUIAAAC6YytxQgAAwB+2K3FCAACAhQgscUIAAIAcUi1xQgAAQIKkLXFCAAAA6PYtcUIAAMBNSS5xQgAAAH9AL3FCAADA5JIvcUIAAIBK5S9xQgAAQLA3MHFCAAAAFoowcUIAAEBHgTFxQgAAAK3TMXFCAADAEiYycUIAAIB4eDJxQgAAQN7KMnFCAACAD8IzcUIAAEB1FDRxQgAAANtmNHFCAADAQLk0cUIAAICmCzVxQgAAwNcCNnFCAACAPVU2cUIAAECjpzZxQgAAAAn6NnFCAADAbkw3cUIAAACgQzhxQgAAwAWWOHFCAABA0To5cUIAAAA3jTlxQgAAQGiEOnFCAAAAztY6cUIAAMAzKTtxQgAAgJl7O3FCAABA/807cUIAAIAwxTxxQgAAQJYXPXFCAAAA/Gk9cUIAAMBhvD1xQgAAgMcOPnFCAADA+AU/cUIAAIBeWD9xQgAAQMSqP3FCAAAAKv0/cUIAAMCPT0BxQgAAAMFGQXFCAADAJplBcUIAAICM60FxQgAAQPI9QnFCAAAAWJBCcUIAAECJh0NxQgAAAO/ZQ3FCAADAVCxEcUIAAIC6fkRxQgAAQCDRRHFCAACAUchFcUIAAEC3GkZxQgAAAB1tRnFCAADAgr9GcUIAAIDoEUdxQgAAwBkJSHFCAACAf1tIcUIAAEDlrUhxQgAAAEsASXFCAADAsFJJcUIAAADiSUpxQgAAwEecSnFCAACAre5KcUIAAEATQUtxQgAAAHmTS3FCAAAAEN1McUIAAMB1L01xQgAAgNuBTXFCAABAQdRNcUIAAIByy05xQgAAQNgdT3FCAAAAPnBPcUIAAMCjwk9xQgAAgAkVUHFCAADAOgxRcUIAAICgXlFxQgAAQAaxUXFCAAAAbANScUIAAMDRVVJxQgAAAANNU3FCAADAaJ9TcUIAAIDO8VNxQgAAQDREVHFCAAAAmpZUcUIAAEDLjVVxQgAAADHgVXFCAADAljJWcUIAAID8hFZxQgAAQGLXVnFCAACAk85XcUIAAED5IFhxQgAAAF9zWHFCAADAxMVYcUIAAIAqGFlxQgAAwFsPWnFCAACAwWFacUIAAEAntFpxQgAAAI0GW3FCAADA8lhbcUIAAAAkUFxxQgAAwImiXHFCAACA7/RccUIAAEBVR11xQgAAALuZXXFCAABA7JBecUIAAABS415xQgAAwLc1X3FCAACAHYhfcUIAAECD2l9xQgAAgLTRYHFCAABAGiRhcUIAAACAdmFxQgAAwOXIYXFCAACASxticUIAAMB8EmNxQgAAgOJkY3FCAABASLdjcUIAAACuCWRxQgAAwBNcZHFCAAAARVNlcUIAAMCqpWVxQgAAgBD4ZXFCAAAA3JxmcUIAAEANlGdxQgAAAHPmZ3FCAADA2DhocUIAAIA+i2hxQgAAQKTdaHFCAACA1dRpcUIAAEA7J2pxQgAAAKF5anFCAADABsxqcUIAAIBsHmtxQgAAwJ0VbHFCAACAA2hscUIAAEBpumxxQgAAAM8MbXFCAADANF9tcUIAAABmVm5xQgAAwMuobnFCAACAMftucUIAAECXTW9xQgAAAP2fb3FCAABALpdwcUIAAMD5O3FxQgAAgF+OcXFCAABAxeBxcUIAAID213JxQgAAAMJ8c3FCAADAJ89zcUIAAICNIXRxQgAAwL4YdXFCAACAJGt1cUIAAECKvXVxQgAAAPAPdnFCAADAVWJ2cUIAAACHWXdxQgAAwOyrd3FCAACAUv53cUIAAEC4UHhxQgAAAB6jeHFCAAAAtex5cUIAAMAaP3pxQgAAgICRenFCAABA5uN6cUIAAIAX23txQgAAQH0tfHFCAAAA4398cUIAAMBI0nxxQgAAgK4kfXFCAADA3xt+cUIAAIBFbn5xQgAAQKvAfnFCAAAAERN/cUIAAMB2ZX9xQgAAAKhcgHFCAADADa+AcUIAAIBzAYFxQgAAQNlTgXFCAAAAP6aBcUIAAADW74JxQgAAwDtCg3FCAACAoZSDcUIAAEAH54NxQgAAgDjehHFCAABAnjCFcUIAAAAEg4VxQgAAwGnVhXFCAACAzyeGcUIAAMAAH4dxQgAAgGZxh3FCAABAzMOHcUIAAAAyFohxQgAAwJdoiHFCAAAAyV+JcUIAAMAusolxQgAAgJQEinFCAABA+laKcUIAAABgqYpxQgAAQJGgi3FCAAAA9/KLcUIAAMBcRYxxQgAAgMKXjHFCAACAWeGNcUIAAEC/M45xQgAAACWGjnFCAADAitiOcUIAAIDwKo9xQgAAwCEikHFCAACAh3SQcUIAAEDtxpBxQgAAAFMZkXFCAADAuGuRcUIAAADqYpJxQgAAwE+1knFCAACAtQeTcUIAAEAbWpNxQgAAAIGsk3FCAABAsqOUcUIAAAAY9pRxQgAAwH1IlXFCAACA45qVcUIAAEBJ7ZVxQgAAgHrklnFCAABA4DaXcUIAAABGiZdxQgAAwKvbl3FCAACAES6YcUIAAMBCJZlxQgAAgKh3mXFCAABADsqZcUIAAAB0HJpxQgAAwNlumnFCAAAAC2abcUIAAMBwuJtxQgAAgNYKnHFCAABAPF2ccUIAAACir5xxQgAAQNOmnXFCAAAAOfmdcUIAAMCeS55xQgAAgASennFCAABAavCecUIAAICb559xQgAAQAE6oHFCAAAAZ4ygcUIAAMDM3qBxQgAAgDIxoXFCAACAyXqicUIAAEAvzaJxQgAAAJUfo3FCAADA+nGjcUIAAAAsaaRxQgAAwJG7pHFCAACA9w2lcUIAAEBdYKVxQgAAAMOypXFCAABA9KmmcUIAAABa/KZxQgAAwL9Op3FCAACAJaGncUIAAECL86dxQgAAgLzqqHFCAABAIj2pcUIAAACIj6lxQgAAwO3hqXFCAACAUzSqcUIAAMCEK6txQgAAgOp9q3FCAABAUNCrcUIAAAC2IqxxQgAAwBt1rHFCAAAATWytcUIAAMCyvq1xQgAAgBgRrnFCAABAfmOucUIAAEAVra9xQgAAAHv/r3FCAADA4FGwcUIAAIBGpLBxQgAAQKz2sHFCAACA3e2xcUIAAEBDQLJxQgAAAKmSsnFCAADADuWycUIAAIB0N7NxQgAAwKUutHFCAACAC4G0cUIAAEBx07RxQgAAANcltXFCAADAPHi1cUIAAABub7ZxQgAAwNPBtnFCAACAORS3cUIAAECfZrdxQgAAAAW5t3FCAABANrC4cUIAAACcArlxQgAAwAFVuXFCAACAZ6e5cUIAAEDN+blxQgAAgP7wunFCAABAZEO7cUIAAADKlbtxQgAAwC/ou3FCAACAlTq8cUIAAMDGMb1xQgAAgCyEvXFCAABAkta9cUIAAAD4KL5xQgAAwF17vnFCAAAAj3K/cUIAAMD0xL9xQgAAgFoXwHFCAABAwGnAcUIAAAAmvMBxQgAAAL0FwnFCAADAIljCcUIAAICIqsJxQgAAQO78wnFCAACAH/TDcUIAAECFRsRxQgAAAOuYxHFCAADAUOvEcUIAAIC2PcVxQgAAwOc0xnFCAACATYfGcUIAAECz2cZxQgAAABksx3FCAADAfn7HcUIAAACwdchxQgAAwBXIyHFCAACAexrJcUIAAEDhbMlxQgAAAEe/yXFCAABAeLbKcUIAAADeCMtxQgAAwENby3FCAACAqa3LcUIAAEAPAMxxQgAAgED3zHFCAABApknNcUIAAAAMnM1xQgAAwHHuzXFCAACA10DOcUIAAMAIOM9xQgAAgG6Kz3FCAABA1NzPcUIAAAA6L9BxQgAAwJ+B0HFCAAAA0XjRcUIAAMA2y9FxQgAAgJwd0nFCAABAAnDScUIAAABowtJxQgAAQJm503FCAAAA/wvUcUIAAMBkXtRxQgAAgMqw1HFCAABAMAPVcUIAAIBh+tVxQgAAQMdM1nFCAAAALZ/WcUIAAMCS8dZxQgAAgPhD13FCAADAKTvYcUIAAICPjdhxQgAAQPXf2HFCAAAAWzLZcUIAAMDAhNlxQgAAAPJ72nFCAADAV87acUIAAIC9INtxQgAAQCNz23FCAAAAicXbcUIAAEC6vNxxQgAAACAP3XFCAADAhWHdcUIAAEBRBt5xQgAAgIL93nFCAABA6E/fcUIAAABOot9xQgAAwLP033FCAACAGUfgcUIAAMBKPuFxQgAAgLCQ4XFCAABAFuPhcUIAAAB8NeJxQgAAwOGH4nFCAAAAE3/jcUIAAMB40eNxQgAAgN4j5HFCAABARHbkcUIAAACqyORxQgAAQNu/5XFCAAAAQRLmcUIAAMCmZOZxQgAAQHIJ53FCAACAowDocUIAAEAJU+hxQgAAAG+l6HFCAACAOkrpcUIAAMBrQepxQgAAgNGT6nFCAABAN+bqcUIAAACdOOtxQgAAwAKL63FCAAAANILscUIAAMCZ1OxxQgAAgP8m7XFCAABAZXntcUIAAADLy+1xQgAAAGIV73FCAADAx2fvcUIAAIAtuu9xQgAAQJMM8HFCAACAxAPxcUIAAEAqVvFxQgAAAJCo8XFCAADA9frxcUIAAIBbTfJxQgAAwIxE83FCAACA8pbzcUIAAEBY6fNxQgAAAL479HFCAADAI470cUIAAABVhfVxQgAAwLrX9XFCAACAICr2cUIAAECGfPZxQgAAAOzO9nFCAAAAgxj4cUIAAMDoavhxQgAAgE69+HFCAABAtA/5cUIAAIDlBvpxQgAAQEtZ+nFCAAAAsav6cUIAAMAW/vpxQgAAgHxQ+3FCAADArUf8cUIAAIATmvxxQgAAQHns/HFCAAAA3z79cUIAAMBEkf1xQgAAAHaI/nFCAADA29r+cUIAAIBBLf9xQgAAQKd//3FCAAAADdL/cUIAAEA+yQByQgAAAKQbAXJCAADACW4BckIAAIBvwAFyQgAAQNUSAnJCAACABgoDckIAAEBsXANyQgAAANKuA3JCAADANwEEckIAAICdUwRyQgAAwM5KBXJCAACANJ0FckIAAECa7wVyQgAAAABCBnJCAADAZZQGckIAAACXiwdyQgAAwPzdB3JCAACAYjAIckIAAEDIgghyQgAAQF/MCXJCAAAAxR4KckIAAMAqcQpyQgAAgJDDCnJCAABA9hULckIAAIAnDQxyQgAAQI1fDHJCAAAA87EMckIAAMBYBA1yQgAAgL5WDXJCAADA700OckIAAIBVoA5yQgAAQLvyDnJCAAAAIUUPckIAAMCGlw9yQgAAALiOEHJCAADAHeEQckIAAICDMxFyQgAAQOmFEXJCAAAAT9gRckIAAECAzxJyQgAAAOYhE3JCAADAS3QTckIAAICxxhNyQgAAQBcZFHJCAACASBAVckIAAECuYhVyQgAAABS1FXJCAADAeQcWckIAAIDfWRZyQgAAgHajF3JCAABA3PUXckIAAABCSBhyQgAAwKeaGHJCAAAA2ZEZckIAAMA+5BlyQgAAgKQ2GnJCAABACokackIAAABw2xpyQgAAQKHSG3JCAAAAByUcckIAAMBsdxxyQgAAgNLJHHJCAABAOBwdckIAAIBpEx5yQgAAQM9lHnJCAAAANbgeckIAAMCaCh9yQgAAgABdH3JCAADAMVQgckIAAICXpiByQgAAQP34IHJCAAAAY0shckIAAMDInSFyQgAAAPqUInJCAADAX+cickIAAIDFOSNyQgAAQCuMI3JCAABAwtUkckIAAAAoKCVyQgAAwI16JXJCAACA88wlckIAAEBZHyZyQgAAgIoWJ3JCAABA8GgnckIAAABWuydyQgAAwLsNKHJCAACAIWAockIAAMBSVylyQgAAgLipKXJCAABAHvwpckIAAACETipyQgAAwOmgKnJCAAAAG5grckIAAMCA6ityQgAAgOY8LHJCAABATI8sckIAAACy4SxyQgAAQOPYLXJCAAAASSsuckIAAMCufS5yQgAAgBTQLnJCAABAeiIvckIAAICrGTByQgAAQBFsMHJCAAAAd74wckIAAMDcEDFyQgAAgEJjMXJCAADAc1oyckIAAIDZrDJyQgAAQD//MnJCAAAApVEzckIAAMAKpDNyQgAAADybNHJCAADAoe00ckIAAIAHQDVyQgAAQG2SNXJCAAAA0+Q1ckIAAEAE3DZyQgAAAGouN3JCAADAz4A3ckIAAIA10zdyQgAAQJslOHJCAABAMm85ckIAAACYwTlyQgAAwP0TOnJCAACAY2Y6ckIAAMCUXTtyQgAAgPqvO3JCAABAYAI8ckIAAADGVDxyQgAAwCunPHJCAAAAXZ49ckIAAMDC8D1yQgAAgChDPnJCAABAjpU+ckIAAAD05z5yQgAAQCXfP3JCAAAAizFAckIAAMDwg0ByQgAAgFbWQHJCAABAvChBckIAAIDtH0JyQgAAQFNyQnJCAAAAucRCckIAAMAeF0NyQgAAgIRpQ3JCAADAtWBEckIAAIAbs0RyQgAAQIEFRXJCAAAA51dFckIAAMBMqkVyQgAAAH6hRnJCAADA4/NGckIAAIBJRkdyQgAAQK+YR3JCAAAAFetHckIAAEBG4khyQgAAAKw0SXJCAADAEYdJckIAAIB32UlyQgAAQN0rSnJCAACADiNLckIAAEB0dUtyQgAAANrHS3JCAADAPxpMckIAAIClbExyQgAAwNZjTXJCAACAPLZNckIAAECiCE5yQgAAAAhbTnJCAADAba1OckIAAACfpE9yQgAAwAT3T3JCAACAaklQckIAAEDQm1ByQgAAADbuUHJCAABAZ+VRckIAAADNN1JyQgAAwDKKUnJCAABA/i5TckIAAIAvJlRyQgAAQJV4VHJCAAAA+8pUckIAAMBgHVVyQgAAgMZvVXJCAADA92ZWckIAAIBduVZyQgAAQMMLV3JCAAAAKV5XckIAAMCOsFdyQgAAAMCnWHJCAADAJfpYckIAAICLTFlyQgAAQPGeWXJCAAAAV/FZckIAAECI6FpyQgAAAO46W3JCAADAU41bckIAAIC531tyQgAAgFApXXJCAABAtntdckIAAAAczl1yQgAAwIEgXnJCAADAGGpfckIAAIB+vF9yQgAAQOQOYHJCAAAASmFgckIAAMCvs2ByQgAAAOGqYXJCAADARv1hckIAAICsT2JyQgAAQBKiYnJCAAAAePRickIAAAAPPmRyQgAAwHSQZHJCAACA2uJkckIAAEBANWVyQgAAgHEsZnJCAABA135mckIAAAA90WZyQgAAwKIjZ3JCAACACHZnckIAAMA5bWhyQgAAgJ+/aHJCAABABRJpckIAAABrZGlyQgAAwNC2aXJCAAAAAq5qckIAAMBnAGtyQgAAgM1Sa3JCAABAM6VrckIAAACZ92tyQgAAADBBbXJCAADAlZNtckIAAID75W1yQgAAQGE4bnJCAACAki9vckIAAED4gW9yQgAAAF7Ub3JCAADAwyZwckIAAIApeXByQgAAwFpwcXJCAACAwMJxckIAAEAmFXJyQgAAAIxncnJCAADA8blyckIAAAAjsXNyQgAAwIgDdHJCAACA7lV0ckIAAEBUqHRyQgAAALr6dHJCAABA6/F1ckIAAABRRHZyQgAAwLaWdnJCAACAHOl2ckIAAECCO3dyQgAAgLMyeHJCAABAGYV4ckIAAAB/13hyQgAAwOQpeXJCAACASnx5ckIAAMB7c3pyQgAAgOHFenJCAABARxh7ckIAAACtantyQgAAAES0fHJCAADAqQZ9ckIAAIAPWX1yQgAAQHWrfXJCAAAA2/19ckIAAEAM9X5yQgAAAHJHf3JCAADA15l/ckIAAIA97H9yQgAAQKM+gHJCAACA1DWBckIAAEA6iIFyQgAAAKDagXJCAADABS2CckIAAIBrf4JyQgAAwJx2g3JCAACAAsmDckIAAEBoG4RyQgAAAM5thHJCAADAM8CEckIAAABlt4VyQgAAwMoJhnJCAACAMFyGckIAAECWroZyQgAAAPwAh3JCAABALfiHckIAAACTSohyQgAAwPiciHJCAACAXu+IckIAAEDEQYlyQgAAgPU4inJCAABAW4uKckIAAADB3YpyQgAAwCYwi3JCAACAjIKLckIAAMC9eYxyQgAAgCPMjHJCAABAiR6NckIAAADvcI1yQgAAwFTDjXJCAADA6wyPckIAAIBRX49yQgAAQLexj3JCAAAAHQSQckIAAEBO+5ByQgAAALRNkXJCAADAGaCRckIAAIB/8pFyQgAAQOVEknJCAACAFjyTckIAAEB8jpNyQgAAAOLgk3JCAADARzOUckIAAICthZRyQgAAwN58lXJCAACARM+VckIAAECqIZZyQgAAABB0lnJCAADAdcaWckIAAACnvZdyQgAAwAwQmHJCAACAcmKYckIAAEDYtJhyQgAAAD4HmXJCAAAA1VCackIAAMA6o5pyQgAAgKD1mnJCAABABkibckIAAIA3P5xyQgAAQJ2RnHJCAAAAA+ScckIAAMBoNp1yQgAAgM6InXJCAADA/3+eckIAAIBl0p5yQgAAQMskn3JCAAAAMXefckIAAMCWyZ9yQgAAAMjAoHJCAADALROhckIAAICTZaFyQgAAQPm3oXJCAAAAXwqickIAAECQAaNyQgAAAPZTo3JCAADAW6ajckIAAIDB+KNyQgAAQCdLpHJCAACAWEKlckIAAEC+lKVyQgAAACTnpXJCAADAiTmmckIAAIDvi6ZyQgAAwCCDp3JCAACAhtWnckIAAEDsJ6hyQgAAAFJ6qHJCAADAt8yockIAAADpw6lyQgAAwE4WqnJCAACAtGiqckIAAEAau6pyQgAAAIANq3JCAABAsQSsckIAAAAXV6xyQgAAwHyprHJCAACA4vusckIAAEBITq1yQgAAQN+XrnJCAAAARequckIAAMCqPK9yQgAAgBCPr3JCAADAQYawckIAAICn2LByQgAAQA0rsXJCAAAAc32xckIAAMDYz7FyQgAAAArHsnJCAADAbxmzckIAAIDVa7NyQgAAQDu+s3JCAAAAoRC0ckIAAEDSB7VyQgAAADhatXJCAADAnay1ckIAAIAD/7VyQgAAQGlRtnJCAACAmki3ckIAAEAAm7dyQgAAAGbtt3JCAADAyz+4ckIAAIAxkrhyQgAAwGKJuXJCAACAyNu5ckIAAEAuLrpyQgAAAJSAunJCAADA+dK6ckIAAAAryrtyQgAAwJAcvHJCAACA9m68ckIAAEBcwbxyQgAAAMITvXJCAABA8wq+ckIAAABZXb5yQgAAwL6vvnJCAACAJAK/ckIAAECKVL9yQgAAgLtLwHJCAABAIZ7AckIAAACH8MByQgAAwOxCwXJCAACAUpXBckIAAMCDjMJyQgAAgOnewnJCAABATzHDckIAAAC1g8NyQgAAwBrWw3JCAAAATM3EckIAAMCxH8VyQgAAgBdyxXJCAABAfcTFckIAAADjFsZyQgAAQBQOx3JCAAAAemDHckIAAMDfssdyQgAAQKtXyHJCAACA3E7JckIAAEBCoclyQgAAAKjzyXJCAADADUbKckIAAIBzmMpyQgAAwKSPy3JCAACACuLLckIAAEBwNMxyQgAAANaGzHJCAADAO9nMckIAAABt0M1yQgAAwNIiznJCAACAOHXOckIAAECex85yQgAAAAQaz3JCAABANRHQckIAAACbY9ByQgAAwAC20HJCAACAZgjRckIAAID9UdJyQgAAQGOk0nJCAAAAyfbSckIAAMAuSdNyQgAAgJSb03JCAADAxZLUckIAAIAr5dRyQgAAQJE31XJCAAAA94nVckIAAMBc3NVyQgAAAI7T1nJCAADA8yXXckIAAIBZeNdyQgAAQL/K13JCAAAAJR3YckIAAAC8ZtlyQgAAwCG52XJCAACAhwvackIAAEDtXdpyQgAAgB5V23JCAABAhKfbckIAAADq+dtyQgAAwE9M3HJCAACAtZ7cckIAAMDmld1yQgAAgEzo3XJCAABAsjreckIAAAAYjd5yQgAAwH3f3nJCAAAAr9bfckIAAMAUKeByQgAAgHp74HJCAABA4M3gckIAAABGIOFyQgAAQHcX4nJCAAAA3WnickIAAMBCvOJyQgAAgKgO43JCAABADmHjckIAAEClquRyQgAAAAv95HJCAADAcE/lckIAAIDWoeVyQgAAwAeZ5nJCAACAbevmckIAAEDTPedyQgAAADmQ53JCAADAnuLnckIAAADQ2ehyQgAAwDUs6XJCAACAm37pckIAAEAB0elyQgAAAGcj6nJCAABAmBrrckIAAAD+bOtyQgAAwGO/63JCAACAyRHsckIAAEAvZOxyQgAAgGBb7XJCAABAxq3tckIAAAAsAO5yQgAAwJFS7nJCAACA96TuckIAAMAonO9yQgAAgI7u73JCAABA9EDwckIAAABak/ByQgAAwL/l8HJCAAAA8dzxckIAAMBWL/JyQgAAgLyB8nJCAABAItTyckIAAACIJvNyQgAAQLkd9HJCAAAAH3D0ckIAAMCEwvRyQgAAgOoU9XJCAABAUGf1ckIAAICBXvZyQgAAQOew9nJCAAAATQP3ckIAAMCyVfdyQgAAwEmf+HJCAACAr/H4ckIAAEAVRPlyQgAAAHuW+XJCAADA4Oj5ckIAAAAS4PpyQgAAwHcy+3JCAACA3YT7ckIAAEBD1/tyQgAAAKkp/HJCAABA2iD9ckIAAABAc/1yQgAAwKXF/XJCAACACxj+ckIAAEBxav5yQgAAgKJh/3JCAABACLT/ckIAAABuBgBzQgAAwNNYAHNCAACAOasAc0IAAMBqogFzQgAAgND0AXNCAABANkcCc0IAAACcmQJzQgAAwAHsAnNCAADAmDUEc0IAAID+hwRzQgAAQGTaBHNCAAAAyiwFc0IAAED7IwZzQgAAAGF2BnNCAADAxsgGc0IAAIAsGwdzQgAAQJJtB3NCAACAw2QIc0IAAEAptwhzQgAAAI8JCXNCAADA9FsJc0IAAIBarglzQgAAwIulCnNCAACA8fcKc0IAAEBXSgtzQgAAAL2cC3NCAADAIu8Lc0IAAABU5gxzQgAAwLk4DXNCAACAH4sNc0IAAECF3Q1zQgAAAOsvDnNCAAAAgnkPc0IAAMDnyw9zQgAAgE0eEHNCAABAs3AQc0IAAIDkZxFzQgAAQEq6EXNCAAAAsAwSc0IAAMAVXxJzQgAAgHuxEnNCAADArKgTc0IAAIAS+xNzQgAAQHhNFHNCAAAA3p8Uc0IAAMBD8hRzQgAAAHXpFXNCAADA2jsWc0IAAIBAjhZzQgAAQKbgFnNCAAAADDMXc0IAAEA9KhhzQgAAAKN8GHNCAADACM8Yc0IAAIBuIRlzQgAAQNRzGXNCAACABWsac0IAAEBrvRpzQgAAANEPG3NCAADANmIbc0IAAICctBtzQgAAwM2rHHNCAACAM/4cc0IAAECZUB1zQgAAAP+iHXNCAADAZPUdc0IAAACW7B5zQgAAwPs+H3NCAACAYZEfc0IAAEDH4x9zQgAAAC02IHNCAABAXi0hc0IAAADEfyFzQgAAwCnSIXNCAACAjyQic0IAAED1diJzQgAAQIzAI3NCAAAA8hIkc0IAAMBXZSRzQgAAgL23JHNCAADA7q4lc0IAAIBUASZzQgAAQLpTJnNCAAAAIKYmc0IAAMCF+CZzQgAAALfvJ3NCAADAHEIoc0IAAICClChzQgAAQOjmKHNCAAAATjkpc0IAAEB/MCpzQgAAAOWCKnNCAADAStUqc0IAAICwJytzQgAAQBZ6K3NCAACAR3Esc0IAAECtwyxzQgAAABMWLXNCAADAeGgtc0IAAIDeui1zQgAAwA+yLnNCAACAdQQvc0IAAEDbVi9zQgAAAEGpL3NCAADApvsvc0IAAADY8jBzQgAAwD1FMXNCAACAo5cxc0IAAEAJ6jFzQgAAAG88MnNCAABAoDMzc0IAAAAGhjNzQgAAwGvYM3NCAACA0So0c0IAAEA3fTRzQgAAgGh0NXNCAABAzsY1c0IAAAA0GTZzQgAAwJlrNnNCAACA/702c0IAAMAwtTdzQgAAgJYHOHNCAABA/Fk4c0IAAABirDhzQgAAwMf+OHNCAAAA+fU5c0IAAMBeSDpzQgAAgMSaOnNCAABAKu06c0IAAACQPztzQgAAQME2PHNCAAAAJ4k8c0IAAMCM2zxzQgAAQFiAPXNCAACAiXc+c0IAAEDvyT5zQgAAAFUcP3NCAADAum4/c0IAAIAgwT9zQgAAwFG4QHNCAACAtwpBc0IAAEAdXUFzQgAAAIOvQXNCAADA6AFCc0IAAAAa+UJzQgAAwH9LQ3NCAACA5Z1Dc0IAAEBL8ENzQgAAALFCRHNCAABA4jlFc0IAAABIjEVzQgAAwK3eRXNCAACAEzFGc0IAAEB5g0ZzQgAAQBDNR3NCAAAAdh9Ic0IAAMDbcUhzQgAAgEHESHNCAACA2A1Kc0IAAEA+YEpzQgAAAKSySnNCAADACQVLc0IAAAA7/EtzQgAAwKBOTHNCAACABqFMc0IAAEBs80xzQgAAANJFTXNCAAAAaY9Oc0IAAMDO4U5zQgAAgDQ0T3NCAABAmoZPc0IAAIDLfVBzQgAAQDHQUHNCAAAAlyJRc0IAAMD8dFFzQgAAgGLHUXNCAADAk75Sc0IAAID5EFNzQgAAQF9jU3NCAAAAxbVTc0IAAMAqCFRzQgAAAFz/VHNCAADAwVFVc0IAAIAnpFVzQgAAQI32VXNCAAAA80hWc0IAAEAkQFdzQgAAAIqSV3NCAADA7+RXc0IAAIBVN1hzQgAAQLuJWHNCAABAUtNZc0IAAAC4JVpzQgAAwB14WnNCAACAg8pac0IAAMC0wVtzQgAAgBoUXHNCAABAgGZcc0IAAADmuFxzQgAAwEsLXXNCAAAAfQJec0IAAMDiVF5zQgAAgEinXnNCAABArvlec0IAAAAUTF9zQgAAQEVDYHNCAAAAq5Vgc0IAAMAQ6GBzQgAAgHY6YXNCAABA3Ixhc0IAAIANhGJzQgAAQHPWYnNCAAAA2Shjc0IAAMA+e2NzQgAAgKTNY3NCAADA1cRkc0IAAIA7F2VzQgAAQKFpZXNCAAAAB7xlc0IAAMBsDmZzQgAAAJ4FZ3NCAADAA1hnc0IAAIBpqmdzQgAAQM/8Z3NCAABAZkZpc0IAAADMmGlzQgAAwDHraXNCAACAlz1qc0IAAED9j2pzQgAAgC6Ha3NCAABAlNlrc0IAAAD6K2xzQgAAwF9+bHNCAACAxdBsc0IAAMD2x21zQgAAgFwabnNCAABAwmxuc0IAAAAov25zQgAAwI0Rb3NCAAAAvwhwc0IAAMAkW3BzQgAAgIqtcHNCAABA8P9wc0IAAABWUnFzQgAAQIdJcnNCAAAA7Ztyc0IAAMBS7nJzQgAAgLhAc3NCAABAHpNzc0IAAIBPinRzQgAAQLXcdHNCAAAAGy91c0IAAMCAgXVzQgAAgObTdXNCAADAF8t2c0IAAIB9HXdzQgAAQONvd3NCAAAAScJ3c0IAAMCuFHhzQgAAwEVeeXNCAACAq7B5c0IAAEARA3pzQgAAAHdVenNCAABAqEx7c0IAAAAOn3tzQgAAwHPxe3NCAACA2UN8c0IAAEA/lnxzQgAAgHCNfXNCAABA1t99c0IAAAA8Mn5zQgAAwKGEfnNCAACAB9d+c0IAAMA4zn9zQgAAgJ4ggHNCAABABHOAc0IAAABqxYBzQgAAwM8XgXNCAAAAAQ+Cc0IAAMBmYYJzQgAAgMyzgnNCAABAMgaDc0IAAACYWINzQgAAQMlPhHNCAAAAL6KEc0IAAID6RoVzQgAAQGCZhXNCAACAkZCGc0IAAED34oZzQgAAAF01h3NCAADAwoeHc0IAAIAo2odzQgAAwFnRiHNCAACAvyOJc0IAAEAldolzQgAAAIvIiXNCAADA8BqKc0IAAAAiEotzQgAAwIdki3NCAACA7baLc0IAAEBTCYxzQgAAALlbjHNCAABA6lKNc0IAAABQpY1zQgAAwLX3jXNCAACAG0qOc0IAAECBnI5zQgAAgLKTj3NCAABAGOaPc0IAAAB+OJBzQgAAwOOKkHNCAACASd2Qc0IAAMB61JFzQgAAgOAmknNCAABARnmSc0IAAACsy5JzQgAAwBEek3NCAAAAQxWUc0IAAMCoZ5RzQgAAgA66lHNCAABAdAyVc0IAAADaXpVzQgAAQAtWlnNCAAAAcaiWc0IAAMDW+pZzQgAAgDxNl3NCAABAop+Xc0IAAEA56ZhzQgAAAJ87mXNCAADABI6Zc0IAAIBq4JlzQgAAwJvXmnNCAACAASqbc0IAAEBnfJtzQgAAAM3Om3NCAADAMiGcc0IAAABkGJ1zQgAAwMlqnXNCAACAL72dc0IAAECVD55zQgAAAPthnnNCAABALFmfc0IAAACSq59zQgAAwPf9n3NCAACAXVCgc0IAAEDDoqBzQgAAgPSZoXNCAABAWuyhc0IAAADAPqJzQgAAwCWRonNCAACAi+Oic0IAAMC82qNzQgAAgCItpHNCAABAiH+kc0IAAADu0aRzQgAAwFMkpXNCAAAAhRumc0IAAMDqbaZzQgAAgFDApnNCAABAthKnc0IAAAAcZadzQgAAQE1cqHNCAAAAs66oc0IAAMAYAalzQgAAgH5TqXNCAABA5KWpc0IAAADhQatzQgAAwEaUq3NCAACArOarc0IAAMDd3axzQgAAgEMwrXNCAABAqYKtc0IAAAAP1a1zQgAAwHQnrnNCAAAAph6vc0IAAMALca9zQgAAgHHDr3NCAABA1xWwc0IAAAA9aLBzQgAAQG5fsXNCAAAA1LGxc0IAAMA5BLJzQgAAQAWpsnNCAACANqCzc0IAAECc8rNzQgAAAAJFtHNCAADAZ5e0c0IAAIDN6bRzQgAAwP7gtXNCAA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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3270]}},\"selected\":{\"id\":\"1694\"},\"selection_policy\":{\"id\":\"1693\"}},\"id\":\"1677\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1694\",\"type\":\"Selection\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1667\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1660\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1632\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1659\",\"type\":\"AllLabels\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1668\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1633\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1655\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"1638\"}},\"id\":\"1634\",\"type\":\"BoxZoomTool\"}],\"root_ids\":[\"1615\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"3850afbf-0105-4c0d-ae77-57f13f1eb467\",\"root_ids\":[\"1615\"],\"roots\":{\"1615\":\"c525cc33-8e44-4b22-9607-80df29da882f\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1615"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.sampledata.stocks import AAPL\n",
    "import numpy as np\n",
    "# 数据\n",
    "aapl = np.array(AAPL['adj_close'])\n",
    "aapl_dates = np.array(AAPL['date'], dtype=np.datetime64)\n",
    "window_size = 30\n",
    "window = np.ones(window_size)/float(window_size)\n",
    "aapl_avg = np.convolve(aapl, window, 'same')\n",
    "# 画布\n",
    "p = figure(width=800, height=350, x_axis_type=\"datetime\")\n",
    "# 图层\n",
    "p.circle(aapl_dates, aapl, size=4, color='darkgrey', alpha=0.2, legend='close')\n",
    "p.line(aapl_dates, aapl_avg, color='red', legend='avg')\n",
    "# 自定义视觉属性\n",
    "p.title.text = \"AAPL One-Month Average\"\n",
    "p.legend.location = \"top_left\"\n",
    "p.grid.grid_line_alpha=0\n",
    "p.xaxis.axis_label = 'Date'\n",
    "p.yaxis.axis_label = 'Price'\n",
    "p.ygrid.band_fill_color=\"gray\"\n",
    "p.ygrid.band_fill_alpha = 0.1\n",
    "p.legend.click_policy=\"hide\" # 点击图例显示隐藏数据\n",
    "# 显示结果\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 示例代码 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"e554ca0b-1d2a-4d41-bfef-8118af1a22a0\" data-root-id=\"1889\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"638f1a6b-ff2e-47e8-9b6a-7741c6d2878a\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"background_fill_color\":\"#f0f0f0\",\"below\":[{\"id\":\"1900\"}],\"center\":[{\"id\":\"1903\"},{\"id\":\"1907\"},{\"id\":\"1953\"}],\"height\":350,\"left\":[{\"id\":\"1904\"}],\"renderers\":[{\"id\":\"1929\"},{\"id\":\"1959\"}],\"title\":{\"id\":\"1890\"},\"toolbar\":{\"id\":\"1915\"},\"width\":800,\"x_range\":{\"id\":\"1892\"},\"x_scale\":{\"id\":\"1896\"},\"y_range\":{\"id\":\"1894\"},\"y_scale\":{\"id\":\"1898\"}},\"id\":\"1889\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1949\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1913\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1892\",\"type\":\"DataRange1d\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1950\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Normalized Stock Closing 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]}},\"selected\":{\"id\":\"1971\"},\"selection_policy\":{\"id\":\"1970\"}},\"id\":\"1923\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1946\",\"type\":\"DaysTicker\"},{\"attributes\":{\"label\":{\"value\":\"Google\"},\"renderers\":[{\"id\":\"1959\"}]},\"id\":\"1985\",\"type\":\"LegendItem\"},{\"attributes\":{\"overlay\":{\"id\":\"1914\"}},\"id\":\"1910\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1939\",\"type\":\"Selection\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1947\",\"type\":\"DaysTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1941\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"line_alpha\":0.6,\"line_color\":\"#cf3c4d\",\"line_width\":2,\"x\":{\"field\":\"aapl_date\"},\"y\":{\"field\":\"aapl_close\",\"transform\":{\"id\":\"1924\"}}},\"id\":\"1926\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1954\"},{\"id\":\"1985\"}],\"location\":\"top_left\"},\"id\":\"1953\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1912\",\"type\":\"ResetTool\"}],\"root_ids\":[\"1889\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"638f1a6b-ff2e-47e8-9b6a-7741c6d2878a\",\"root_ids\":[\"1889\"],\"roots\":{\"1889\":\"e554ca0b-1d2a-4d41-bfef-8118af1a22a0\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1889"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from bokeh.models import ColumnDataSource, CustomJSTransform\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.io import output_file, show\n",
    "from bokeh.sampledata.stocks import AAPL, GOOG\n",
    "from bokeh.transform import transform\n",
    "# 数据转换为时间类型\n",
    "def datetime(x):\n",
    "    return np.array(x, dtype=np.datetime64)\n",
    "# 画布\n",
    "plot = figure(x_axis_type=\"datetime\", title=\"Normalized Stock Closing Prices\",\n",
    "              plot_width=800, plot_height=350)\n",
    "# 其他\n",
    "plot.background_fill_color = \"#f0f0f0\"\n",
    "plot.xgrid.grid_line_color = None\n",
    "plot.ygrid.grid_line_color = \"black\"\n",
    "plot.ygrid.grid_line_alpha = 0.1\n",
    "plot.xaxis.axis_label = 'Date'\n",
    "plot.yaxis.axis_label = 'Normalized Price'\n",
    "# 数据\n",
    "aapl_source = ColumnDataSource(data=dict(\n",
    "    aapl_date=datetime(AAPL['date']),\n",
    "    aapl_close=AAPL['adj_close'],\n",
    "))\n",
    "\n",
    "goog_source = ColumnDataSource(data=dict(\n",
    "    goog_date=datetime(GOOG['date']),\n",
    "    goog_close=GOOG['adj_close'],\n",
    "))\n",
    "# CustomJSTransform\n",
    "v_func = \"\"\"\n",
    "    const first = xs[0]\n",
    "    const norm = new Float64Array(xs.length)\n",
    "    for (let i = 0; i < xs.length; i++) {\n",
    "        norm[i] = xs[i] / first\n",
    "    }\n",
    "    return norm\n",
    "\"\"\"\n",
    "normalize = CustomJSTransform(v_func=v_func)\n",
    "# 绘图\n",
    "plot.line(x='aapl_date', y=transform('aapl_close', normalize), line_width=2,\n",
    "        color='#cf3c4d', alpha=0.6,legend=\"Apple\", source=aapl_source)\n",
    "plot.line(x='goog_date', y=transform('goog_close', normalize), line_width=2,\n",
    "        color='#2f7bce', alpha=0.6, legend=\"Google\", source=goog_source)\n",
    "plot.legend.location='top_left'\n",
    "# 显示\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 示例代码4:箱型标记"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"5dcd1090-b975-457c-9d18-5c46cbe9b9ae\" data-root-id=\"2365\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = 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{\"id\":\"2507\"},\"selection_policy\":{\"id\":\"2506\"}},\"id\":\"2396\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"2511\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"2384\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2502\",\"type\":\"AllLabels\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"2513\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"2515\",\"type\":\"DaysTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"gray\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2398\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2504\",\"type\":\"DatetimeTickFormatter\"}],\"root_ids\":[\"2365\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"56320137-ce8e-4bf1-9788-bc3ad18e31e0\",\"root_ids\":[\"2365\"],\"roots\":{\"2365\":\"5dcd1090-b975-457c-9d18-5c46cbe9b9ae\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2365"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.models import BoxAnnotation\n",
    "from bokeh.sampledata.glucose import data as data_or\n",
    "import numpy as np  \n",
    "# 工具条\n",
    "TOOLS = \"pan,wheel_zoom,box_zoom,reset,save\"\n",
    "# 数据\n",
    "data = data_or.sort_index()['2010-03-24':'2010-03-25']\n",
    "# 画布\n",
    "p = figure(x_axis_type=\"datetime\", tools=TOOLS, title=\"Glocose Readings, Oct 4th (Red = Outside Range)\")\n",
    "\n",
    "# 绘图\n",
    "p.line(np.array(data.index.tolist(), dtype=np.datetime64), data.glucose.values, line_color='gray')\n",
    "p.circle(data.index, data.glucose, color='grey', size=1)\n",
    "# 箱型标记\n",
    "p.add_layout(BoxAnnotation(top=80, fill_alpha=0.1, fill_color='red', line_color='red'))\n",
    "p.add_layout(BoxAnnotation(bottom=180, fill_alpha=0.1, fill_color='red', line_color='red'))\n",
    "# 其他\n",
    "p.background_fill_color = \"#efefef\"\n",
    "p.xgrid.grid_line_color=None\n",
    "p.xaxis.axis_label = 'Time'\n",
    "p.yaxis.axis_label = 'Value'\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
      "BokehDeprecationWarning: plot_width and plot_height was deprecated in Bokeh 2.4.0 and will be removed, use width or height instead.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"dd6dc0dc-e013-44d6-bba3-0c14a8f8a33e\" data-root-id=\"2956\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = 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AABA0AQHcUIAAAA2VwdxQgAAwJupB3FCAACAAfwHcUIAAMAy8whxQgAAgJhFCXFCAABA/pcJcUIAAABk6glxQgAAwMk8CnFCAAAA+zMLcUIAAMBghgtxQgAAgMbYC3FCAABALCsMcUIAAACSfQxxQgAAACnHDXFCAADAjhkOcUIAAID0aw5xQgAAQFq+DnFCAACAi7UPcUIAAEDxBxBxQgAAAFdaEHFCAADAvKwQcUIAAIAi/xBxQgAAwFP2EXFCAACAuUgScUIAAEAfmxJxQgAAAIXtEnFCAADA6j8TcUIAAAAcNxRxQgAAwIGJFHFCAACA59sUcUIAAEBNLhVxQgAAALOAFXFCAABA5HcWcUIAAABKyhZxQgAAwK8cF3FCAACAFW8XcUIAAEB7wRdxQgAAgKy4GHFCAABAEgsZcUIAAAB4XRlxQgAAwN2vGXFCAACAQwIacUIAAMB0+RpxQgAAgNpLG3FCAABAQJ4bcUIAAACm8BtxQgAAAD06HXFCAADAoowdcUIAAIAI3x1xQgAAQG4xHnFCAAAA1IMecUIAAEAFex9xQgAAAGvNH3FCAADA0B8gcUIAAIA2ciBxQgAAQJzEIHFCAACAzbshcUIAAEAzDiJxQgAAAJlgInFCAADA/rIicUIAAIBkBSNxQgAAwJX8I3FCAACA+04kcUIAAEBhoSRxQgAAAMfzJHFCAADALEYlcUIAAABePSZxQgAAwMOPJnFCAACAKeImcUIAAECPNCdxQgAAAPWGJ3FCAABAJn4ocUIAAACM0ChxQgAAwPEiKXFCAACAV3UpcUIAAEC9xylxQgAAgO6+KnFCAABAVBErcUIAAAC6YytxQgAAwB+2K3FCAACAhQgscUIAAIAcUi1xQgAAQIKkLXFCAAAA6PYtcUIAAMBNSS5xQgAAAH9AL3FCAADA5JIvcUIAAIBK5S9xQgAAQLA3MHFCAAAAFoowcUIAAEBHgTFxQgAAAK3TMXFCAADAEiYycUIAAIB4eDJxQgAAQN7KMnFCAACAD8IzcUIAAEB1FDRxQgAAANtmNHFCAADAQLk0cUIAAICmCzVxQgAAwNcCNnFCAACAPVU2cUIAAECjpzZxQgAAAAn6NnFCAADAbkw3cUIAAACgQzhxQgAAwAWWOHFCAABA0To5cUIAAAA3jTlxQgAAQGiEOnFCAAAAztY6cUIAAMAzKTtxQgAAgJl7O3FCAABA/807cUIAAIAwxTxxQgAAQJYXPXFCAAAA/Gk9cUIAAMBhvD1xQgAAgMcOPnFCAADA+AU/cUIAAIBeWD9xQgAAQMSqP3FCAAAAKv0/cUIAAMCPT0BxQgAAAMFGQXFCAADAJplBcUIAAICM60FxQgAAQPI9QnFCAAAAWJBCcUIAAECJh0NxQgAAAO/ZQ3FCAADAVCxEcUIAAIC6fkRxQgAAQCDRRHFCAACAUchFcUIAAEC3GkZxQgAAAB1tRnFCAADAgr9GcUIAAIDoEUdxQgAAwBkJSHFCAACAf1tIcUIAAEDlrUhxQgAAAEsASXFCAADAsFJJcUIAAADiSUpxQgAAwEecSnFCAACAre5KcUIAAEATQUtxQgAAAHmTS3FCAAAAEN1McUIAAMB1L01xQgAAgNuBTXFCAABAQdRNcUIAAIByy05xQgAAQNgdT3FCAAAAPnBPcUIAAMCjwk9xQgAAgAkVUHFCAADAOgxRcUIAAICgXlFxQgAAQAaxUXFCAAAAbANScUIAAMDRVVJxQgAAAANNU3FCAADAaJ9TcUIAAIDO8VNxQgAAQDREVHFCAAAAmpZUcUIAAEDLjVVxQgAAADHgVXFCAADAljJWcUIAAID8hFZxQgAAQGLXVnFCAACAk85XcUIAAED5IFhxQgAAAF9zWHFCAADAxMVYcUIAAIAqGFlxQgAAwFsPWnFCAACAwWFacUIAAEAntFpxQgAAAI0GW3FCAADA8lhbcUIAAAAkUFxxQgAAwImiXHFCAACA7/RccUIAAEBVR11xQgAAALuZXXFCAABA7JBecUIAAABS415xQgAAwLc1X3FCAACAHYhfcUIAAECD2l9xQgAAgLTRYHFCAABAGiRhcUIAAACAdmFxQgAAwOXIYXFCAACASxticUIAAMB8EmNxQgAAgOJkY3FCAABASLdjcUIAAACuCWRxQgAAwBNcZHFCAAAARVNlcUIAAMCqpWVxQgAAgBD4ZXFCAAAA3JxmcUIAAEANlGdxQgAAAHPmZ3FCAADA2DhocUIAAIA+i2hxQgAAQKTdaHFCAACA1dRpcUIAAEA7J2pxQgAAAKF5anFCAADABsxqcUIAAIBsHmtxQgAAwJ0VbHFCAACAA2hscUIAAEBpumxxQgAAAM8MbXFCAADANF9tcUIAAABmVm5xQgAAwMuobnFCAACAMftucUIAAECXTW9xQgAAAP2fb3FCAABALpdwcUIAAMD5O3FxQgAAgF+OcXFCAABAxeBxcUIAAID213JxQgAAAMJ8c3FCAADAJ89zcUIAAICNIXRxQgAAwL4YdXFCAACAJGt1cUIAAECKvXVxQgAAAPAPdnFCAADAVWJ2cUIAAACHWXdxQgAAwOyrd3FCAACAUv53cUIAAEC4UHhxQgAAAB6jeHFCAAAAtex5cUIAAMAaP3pxQgAAgICRenFCAABA5uN6cUIAAIAX23txQgAAQH0tfHFCAAAA4398cUIAAMBI0nxxQgAAgK4kfXFCAADA3xt+cUIAAIBFbn5xQgAAQKvAfnFCAAAAERN/cUIAAMB2ZX9xQgAAAKhcgHFCAADADa+AcUIAAIBzAYFxQgAAQNlTgXFCAAAAP6aBcUIAAADW74JxQgAAwDtCg3FCAACAoZSDcUIAAEAH54NxQgAAgDjehHFCAABAnjCFcUIAAAAEg4VxQgAAwGnVhXFCAACAzyeGcUIAAMAAH4dxQgAAgGZxh3FCAABAzMOHcUIAAAAyFohxQgAAwJdoiHFCAAAAyV+JcUIAAMAusolxQgAAgJQEinFCAABA+laKcUIAAABgqYpxQgAAQJGgi3FCAAAA9/KLcUIAAMBcRYxxQgAAgMKXjHFCAACAWeGNcUIAAEC/M45xQgAAACWGjnFCAADAitiOcUIAAIDwKo9xQgAAwCEikHFCAACAh3SQcUIAAEDtxpBxQgAAAFMZkXFCAADAuGuRcUIAAADqYpJxQgAAwE+1knFCAACAtQeTcUIAAEAbWpNxQgAAAIGsk3FCAABAsqOUcUIAAAAY9pRxQgAAwH1IlXFCAACA45qVcUIAAEBJ7ZVxQgAAgHrklnFCAABA4DaXcUIAAABGiZdxQgAAwKvbl3FCAACAES6YcUIAAMBCJZlxQgAAgKh3mXFCAABADsqZcUIAAAB0HJpxQgAAwNlumnFCAAAAC2abcUIAAMBwuJtxQgAAgNYKnHFCAABAPF2ccUIAAACir5xxQgAAQNOmnXFCAAAAOfmdcUIAAMCeS55xQgAAgASennFCAABAavCecUIAAICb559xQgAAQAE6oHFCAAAAZ4ygcUIAAMDM3qBxQgAAgDIxoXFCAACAyXqicUIAAEAvzaJxQgAAAJUfo3FCAADA+nGjcUIAAAAsaaRxQgAAwJG7pHFCAACA9w2lcUIAAEBdYKVxQgAAAMOypXFCAABA9KmmcUIAAABa/KZxQgAAwL9Op3FCAACAJaGncUIAAECL86dxQgAAgLzqqHFCAABAIj2pcUIAAACIj6lxQgAAwO3hqXFCAACAUzSqcUIAAMCEK6txQgAAgOp9q3FCAABAUNCrcUIAAAC2IqxxQgAAwBt1rHFCAAAATWytcUIAAMCyvq1xQgAAgBgRrnFCAABAfmOucUIAAEAVra9xQgAAAHv/r3FCAADA4FGwcUIAAIBGpLBxQgAAQKz2sHFCAACA3e2xcUIAAEBDQLJxQgAAAKmSsnFCAADADuWycUIAAIB0N7NxQgAAwKUutHFCAACAC4G0cUIAAEBx07RxQgAAANcltXFCAADAPHi1cUIAAABub7ZxQgAAwNPBtnFCAACAORS3cUIAAECfZrdxQgAAAAW5t3FCAABANrC4cUIAAACcArlxQgAAwAFVuXFCAACAZ6e5cUIAAEDN+blxQgAAgP7wunFCAABAZEO7cUIAAADKlbtxQgAAwC/ou3FCAACAlTq8cUIAAMDGMb1xQgAAgCyEvXFCAABAkta9cUIAAAD4KL5xQgAAwF17vnFCAAAAj3K/cUIAAMD0xL9xQgAAgFoXwHFCAABAwGnAcUIAAAAmvMBxQgAAAL0FwnFCAADAIljCcUIAAICIqsJxQgAAQO78wnFCAACAH/TDcUIAAECFRsRxQgAAAOuYxHFCAADAUOvEcUIAAIC2PcVxQgAAwOc0xnFCAACATYfGcUIAAECz2cZxQgAAABksx3FCAADAfn7HcUIAAACwdchxQgAAwBXIyHFCAACAexrJcUIAAEDhbMlxQgAAAEe/yXFCAABAeLbKcUIAAADeCMtxQgAAwENby3FCAACAqa3LcUIAAEAPAMxxQgAAgED3zHFCAABApknNcUIAAAAMnM1xQgAAwHHuzXFCAACA10DOcUIAAMAIOM9xQgAAgG6Kz3FCAABA1NzPcUIAAAA6L9BxQgAAwJ+B0HFCAAAA0XjRcUIAAMA2y9FxQgAAgJwd0nFCAABAAnDScUIAAABowtJxQgAAQJm503FCAAAA/wvUcUIAAMBkXtRxQgAAgMqw1HFCAABAMAPVcUIAAIBh+tVxQgAAQMdM1nFCAAAALZ/WcUIAAMCS8dZxQgAAgPhD13FCAADAKTvYcUIAAICPjdhxQgAAQPXf2HFCAAAAWzLZcUIAAMDAhNlxQgAAAPJ72nFCAADAV87acUIAAIC9INtxQgAAQCNz23FCAAAAicXbcUIAAEC6vNxxQgAAACAP3XFCAADAhWHdcUIAAEBRBt5xQgAAgIL93nFCAABA6E/fcUIAAABOot9xQgAAwLP033FCAACAGUfgcUIAAMBKPuFxQgAAgLCQ4XFCAABAFuPhcUIAAAB8NeJxQgAAwOGH4nFCAAAAE3/jcUIAAMB40eNxQgAAgN4j5HFCAABARHbkcUIAAACqyORxQgAAQNu/5XFCAAAAQRLmcUIAAMCmZOZxQgAAQHIJ53FCAACAowDocUIAAEAJU+hxQgAAAG+l6HFCAACAOkrpcUIAAMBrQepxQgAAgNGT6nFCAABAN+bqcUIAAACdOOtxQgAAwAKL63FCAAAANILscUIAAMCZ1OxxQgAAgP8m7XFCAABAZXntcUIAAADLy+1xQgAAAGIV73FCAADAx2fvcUIAAIAtuu9xQgAAQJMM8HFCAACAxAPxcUIAAEAqVvFxQgAAAJCo8XFCAADA9frxcUIAAIBbTfJxQgAAwIxE83FCAACA8pbzcUIAAEBY6fNxQgAAAL479HFCAADAI470cUIAAABVhfVxQgAAwLrX9XFCAACAICr2cUIAAECGfPZxQgAAAOzO9nFCAAAAgxj4cUIAAMDoavhxQgAAgE69+HFCAABAtA/5cUIAAIDlBvpxQgAAQEtZ+nFCAAAAsav6cUIAAMAW/vpxQgAAgHxQ+3FCAADArUf8cUIAAIATmvxxQgAAQHns/HFCAAAA3z79cUIAAMBEkf1xQgAAAHaI/nFCAADA29r+cUIAAIBBLf9xQgAAQKd//3FCAAAADdL/cUIAAEA+yQByQgAAAKQbAXJCAADACW4BckIAAIBvwAFyQgAAQNUSAnJCAACABgoDckIAAEBsXANyQgAAANKuA3JCAADANwEEckIAAICdUwRyQgAAwM5KBXJCAACANJ0FckIAAECa7wVyQgAAAABCBnJCAADAZZQGckIAAACXiwdyQgAAwPzdB3JCAACAYjAIckIAAEDIgghyQgAAQF/MCXJCAAAAxR4KckIAAMAqcQpyQgAAgJDDCnJCAABA9hULckIAAIAnDQxyQgAAQI1fDHJCAAAA87EMckIAAMBYBA1yQgAAgL5WDXJCAADA700OckIAAIBVoA5yQgAAQLvyDnJCAAAAIUUPckIAAMCGlw9yQgAAALiOEHJCAADAHeEQckIAAICDMxFyQgAAQOmFEXJCAAAAT9gRckIAAECAzxJyQgAAAOYhE3JCAADAS3QTckIAAICxxhNyQgAAQBcZFHJCAACASBAVckIAAECuYhVyQgAAABS1FXJCAADAeQcWckIAAIDfWRZyQgAAgHajF3JCAABA3PUXckIAAABCSBhyQgAAwKeaGHJCAAAA2ZEZckIAAMA+5BlyQgAAgKQ2GnJCAABACokackIAAABw2xpyQgAAQKHSG3JCAAAAByUcckIAAMBsdxxyQgAAgNLJHHJCAABAOBwdckIAAIBpEx5yQgAAQM9lHnJCAAAANbgeckIAAMCaCh9yQgAAgABdH3JCAADAMVQgckIAAICXpiByQgAAQP34IHJCAAAAY0shckIAAMDInSFyQgAAAPqUInJCAADAX+cickIAAIDFOSNyQgAAQCuMI3JCAABAwtUkckIAAAAoKCVyQgAAwI16JXJCAACA88wlckIAAEBZHyZyQgAAgIoWJ3JCAABA8GgnckIAAABWuydyQgAAwLsNKHJCAACAIWAockIAAMBSVylyQgAAgLipKXJCAABAHvwpckIAAACETipyQgAAwOmgKnJCAAAAG5grckIAAMCA6ityQgAAgOY8LHJCAABATI8sckIAAACy4SxyQgAAQOPYLXJCAAAASSsuckIAAMCufS5yQgAAgBTQLnJCAABAeiIvckIAAICrGTByQgAAQBFsMHJCAAAAd74wckIAAMDcEDFyQgAAgEJjMXJCAADAc1oyckIAAIDZrDJyQgAAQD//MnJCAAAApVEzckIAAMAKpDNyQgAAADybNHJCAADAoe00ckIAAIAHQDVyQgAAQG2SNXJCAAAA0+Q1ckIAAEAE3DZyQgAAAGouN3JCAADAz4A3ckIAAIA10zdyQgAAQJslOHJCAABAMm85ckIAAACYwTlyQgAAwP0TOnJCAACAY2Y6ckIAAMCUXTtyQgAAgPqvO3JCAABAYAI8ckIAAADGVDxyQgAAwCunPHJCAAAAXZ49ckIAAMDC8D1yQgAAgChDPnJCAABAjpU+ckIAAAD05z5yQgAAQCXfP3JCAAAAizFAckIAAMDwg0ByQgAAgFbWQHJCAABAvChBckIAAIDtH0JyQgAAQFNyQnJCAAAAucRCckIAAMAeF0NyQgAAgIRpQ3JCAADAtWBEckIAAIAbs0RyQgAAQIEFRXJCAAAA51dFckIAAMBMqkVyQgAAAH6hRnJCAADA4/NGckIAAIBJRkdyQgAAQK+YR3JCAAAAFetHckIAAEBG4khyQgAAAKw0SXJCAADAEYdJckIAAIB32UlyQgAAQN0rSnJCAACADiNLckIAAEB0dUtyQgAAANrHS3JCAADAPxpMckIAAIClbExyQgAAwNZjTXJCAACAPLZNckIAAECiCE5yQgAAAAhbTnJCAADAba1OckIAAACfpE9yQgAAwAT3T3JCAACAaklQckIAAEDQm1ByQgAAADbuUHJCAABAZ+VRckIAAADNN1JyQgAAwDKKUnJCAABA/i5TckIAAIAvJlRyQgAAQJV4VHJCAAAA+8pUckIAAMBgHVVyQgAAgMZvVXJCAADA92ZWckIAAIBduVZyQgAAQMMLV3JCAAAAKV5XckIAAMCOsFdyQgAAAMCnWHJCAADAJfpYckIAAICLTFlyQgAAQPGeWXJCAAAAV/FZckIAAECI6FpyQgAAAO46W3JCAADAU41bckIAAIC531tyQgAAgFApXXJCAABAtntdckIAAAAczl1yQgAAwIEgXnJCAADAGGpfckIAAIB+vF9yQgAAQOQOYHJCAAAASmFgckIAAMCvs2ByQgAAAOGqYXJCAADARv1hckIAAICsT2JyQgAAQBKiYnJCAAAAePRickIAAAAPPmRyQgAAwHSQZHJCAACA2uJkckIAAEBANWVyQgAAgHEsZnJCAABA135mckIAAAA90WZyQgAAwKIjZ3JCAACACHZnckIAAMA5bWhyQgAAgJ+/aHJCAABABRJpckIAAABrZGlyQgAAwNC2aXJCAAAAAq5qckIAAMBnAGtyQgAAgM1Sa3JCAABAM6VrckIAAACZ92tyQgAAADBBbXJCAADAlZNtckIAAID75W1yQgAAQGE4bnJCAACAki9vckIAAED4gW9yQgAAAF7Ub3JCAADAwyZwckIAAIApeXByQgAAwFpwcXJCAACAwMJxckIAAEAmFXJyQgAAAIxncnJCAADA8blyckIAAAAjsXNyQgAAwIgDdHJCAACA7lV0ckIAAEBUqHRyQgAAALr6dHJCAABA6/F1ckIAAABRRHZyQgAAwLaWdnJCAACAHOl2ckIAAECCO3dyQgAAgLMyeHJCAABAGYV4ckIAAAB/13hyQgAAwOQpeXJCAACASnx5ckIAAMB7c3pyQgAAgOHFenJCAABARxh7ckIAAACtantyQgAAAES0fHJCAADAqQZ9ckIAAIAPWX1yQgAAQHWrfXJCAAAA2/19ckIAAEAM9X5yQgAAAHJHf3JCAADA15l/ckIAAIA97H9yQgAAQKM+gHJCAACA1DWBckIAAEA6iIFyQgAAAKDagXJCAADABS2CckIAAIBrf4JyQgAAwJx2g3JCAACAAsmDckIAAEBoG4RyQgAAAM5thHJCAADAM8CEckIAAABlt4VyQgAAwMoJhnJCAACAMFyGckIAAECWroZyQgAAAPwAh3JCAABALfiHckIAAACTSohyQgAAwPiciHJCAACAXu+IckIAAEDEQYlyQgAAgPU4inJCAABAW4uKckIAAADB3YpyQgAAwCYwi3JCAACAjIKLckIAAMC9eYxyQgAAgCPMjHJCAABAiR6NckIAAADvcI1yQgAAwFTDjXJCAADA6wyPckIAAIBRX49yQgAAQLexj3JCAAAAHQSQckIAAEBO+5ByQgAAALRNkXJCAADAGaCRckIAAIB/8pFyQgAAQOVEknJCAACAFjyTckIAAEB8jpNyQgAAAOLgk3JCAADARzOUckIAAICthZRyQgAAwN58lXJCAACARM+VckIAAECqIZZyQgAAABB0lnJCAADAdcaWckIAAACnvZdyQgAAwAwQmHJCAACAcmKYckIAAEDYtJhyQgAAAD4HmXJCAAAA1VCackIAAMA6o5pyQgAAgKD1mnJCAABABkibckIAAIA3P5xyQgAAQJ2RnHJCAAAAA+ScckIAAMBoNp1yQgAAgM6InXJCAADA/3+eckIAAIBl0p5yQgAAQMskn3JCAAAAMXefckIAAMCWyZ9yQgAAAMjAoHJCAADALROhckIAAICTZaFyQgAAQPm3oXJCAAAAXwqickIAAECQAaNyQgAAAPZTo3JCAADAW6ajckIAAIDB+KNyQgAAQCdLpHJCAACAWEKlckIAAEC+lKVyQgAAACTnpXJCAADAiTmmckIAAIDvi6ZyQgAAwCCDp3JCAACAhtWnckIAAEDsJ6hyQgAAAFJ6qHJCAADAt8yockIAAADpw6lyQgAAwE4WqnJCAACAtGiqckIAAEAau6pyQgAAAIANq3JCAABAsQSsckIAAAAXV6xyQgAAwHyprHJCAACA4vusckIAAEBITq1yQgAAQN+XrnJCAAAARequckIAAMCqPK9yQgAAgBCPr3JCAADAQYawckIAAICn2LByQgAAQA0rsXJCAAAAc32xckIAAMDYz7FyQgAAAArHsnJCAADAbxmzckIAAIDVa7NyQgAAQDu+s3JCAAAAoRC0ckIAAEDSB7VyQgAAADhatXJCAADAnay1ckIAAIAD/7VyQgAAQGlRtnJCAACAmki3ckIAAEAAm7dyQgAAAGbtt3JCAADAyz+4ckIAAIAxkrhyQgAAwGKJuXJCAACAyNu5ckIAAEAuLrpyQgAAAJSAunJCAADA+dK6ckIAAAAr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One-Month Average\"},\"id\":\"2806\",\"type\":\"Title\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"2699\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"2810\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"2956\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"83522496-6f76-4068-880a-16fc5da046a3\",\"root_ids\":[\"2956\"],\"roots\":{\"2956\":\"dd6dc0dc-e013-44d6-bba3-0c14a8f8a33e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2956"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "from bokeh.sampledata.stocks import AAPL, GOOG, IBM, MSFT\n",
    "def datetime(x):\n",
    "    return np.array(x, dtype=np.datetime64)\n",
    "# 画布1\n",
    "p1 = figure(x_axis_type=\"datetime\", title=\"Stock Closing Prices\")\n",
    "p1.grid.grid_line_alpha=0.3\n",
    "p1.xaxis.axis_label = 'Date'\n",
    "p1.yaxis.axis_label = 'Price'\n",
    "# 绘图1\n",
    "p1.line(datetime(AAPL['date']), AAPL['adj_close'], color='#A6CEE3', legend='AAPL')\n",
    "p1.line(datetime(GOOG['date']), GOOG['adj_close'], color='#B2DF8A', legend='GOOG')\n",
    "p1.line(datetime(IBM['date']), IBM['adj_close'], color='#33A02C', legend='IBM')\n",
    "p1.line(datetime(MSFT['date']), MSFT['adj_close'], color='#FB9A99', legend='MSFT')\n",
    "p1.legend.location = \"top_left\"\n",
    "# 数据2\n",
    "aapl = np.array(AAPL['adj_close'])\n",
    "aapl_dates = np.array(AAPL['date'], dtype=np.datetime64)\n",
    "window_size = 30\n",
    "window = np.ones(window_size)/float(window_size)\n",
    "aapl_avg = np.convolve(aapl, window, 'same')\n",
    "# 画布2\n",
    "p2 = figure(x_axis_type=\"datetime\", title=\"AAPL One-Month Average\")\n",
    "p2.grid.grid_line_alpha = 0\n",
    "p2.xaxis.axis_label = 'Date'\n",
    "p2.yaxis.axis_label = 'Price'\n",
    "p2.ygrid.band_fill_color = \"olive\"\n",
    "p2.ygrid.band_fill_alpha = 0.1\n",
    "p2.circle(aapl_dates, aapl, size=4, legend='close',\n",
    "          color='darkgrey', alpha=0.2)\n",
    "p2.line(aapl_dates, aapl_avg, legend='avg', color='navy')\n",
    "p2.legend.location = \"top_left\"\n",
    "# 显示\n",
    "show(gridplot([[p1,p2]], plot_width=400, plot_height=400))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "学院成立工作小组\n",
    "\n",
    "1.\n",
    "各个职称\n",
    "各个类别表\n",
    "工作任务\n",
    "\n",
    "2.\n",
    "一周时间申报\n",
    "\n",
    "3.\n",
    "5年以来的工作任务\n",
    "\n",
    "4. \n",
    "教学教研型 ：\n",
    "教学科研型30% 全校（前置条件）：\n",
    "\n",
    "5. \n",
    "教师岗位分类表\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b26b72f2-b794-40be-8539-7abb0ae450ae\" data-root-id=\"2184\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"16eccb28-9059-488e-92d5-a8b496131386\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2193\"}],\"center\":[{\"id\":\"2196\"},{\"id\":\"2200\"}],\"height\":400,\"left\":[{\"id\":\"2197\"}],\"renderers\":[{\"id\":\"2219\"}],\"title\":{\"id\":\"2299\"},\"toolbar\":{\"id\":\"2208\"},\"width\":400,\"x_range\":{\"id\":\"2185\"},\"x_scale\":{\"id\":\"2189\"},\"y_range\":{\"id\":\"2187\"},\"y_scale\":{\"id\":\"2191\"}},\"id\":\"2184\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"overlay\":{\"id\":\"2207\"}},\"id\":\"2203\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"red\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"red\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"red\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"2217\",\"type\":\"VBar\"},{\"attributes\":{\"axis\":{\"id\":\"2197\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"2200\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2198\",\"type\":\"BasicTicker\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"2302\"},\"group\":null,\"major_label_policy\":{\"id\":\"2303\"},\"ticker\":{\"id\":\"2198\"}},\"id\":\"2197\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2194\",\"type\":\"BasicTicker\"},{\"attributes\":{\"tools\":[{\"id\":\"2201\"},{\"id\":\"2202\"},{\"id\":\"2203\"},{\"id\":\"2204\"},{\"id\":\"2205\"},{\"id\":\"2206\"}]},\"id\":\"2208\",\"type\":\"Toolbar\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"2305\"},\"group\":null,\"major_label_policy\":{\"id\":\"2306\"},\"ticker\":{\"id\":\"2194\"}},\"id\":\"2193\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2206\",\"type\":\"HelpTool\"},{\"attributes\":{\"axis\":{\"id\":\"2193\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"2196\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"2207\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2191\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2189\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2185\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2306\",\"type\":\"AllLabels\"},{\"attributes\":{\"data\":{\"top\":[1.2,2.5,3.7],\"x\":[1,2,3]},\"selected\":{\"id\":\"2308\"},\"selection_policy\":{\"id\":\"2307\"}},\"id\":\"2215\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_color\":{\"value\":\"red\"},\"hatch_color\":{\"value\":\"red\"},\"line_color\":{\"value\":\"red\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"2216\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"2302\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2303\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"2204\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"2308\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2187\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2201\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"red\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"red\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"red\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"2218\",\"type\":\"VBar\"},{\"attributes\":{\"source\":{\"id\":\"2215\"}},\"id\":\"2220\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"2299\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2305\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2205\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"2202\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2307\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2215\"},\"glyph\":{\"id\":\"2216\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2218\"},\"nonselection_glyph\":{\"id\":\"2217\"},\"view\":{\"id\":\"2220\"}},\"id\":\"2219\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"2184\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"16eccb28-9059-488e-92d5-a8b496131386\",\"root_ids\":[\"2184\"],\"roots\":{\"2184\":\"b26b72f2-b794-40be-8539-7abb0ae450ae\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2184"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = figure(plot_width=400, plot_height=400)\n",
    "p.vbar(x=[1, 2, 3], width=0.5, bottom=0,\n",
    "       top=[1.2, 2.5, 3.7], color=\"red\")  # 垂直柱状图\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"20405da6-b78f-4eae-b510-821ab7301497\" data-root-id=\"3382\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"dace7440-0a56-4464-b6eb-6fd1b48871fe\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"3391\"}],\"center\":[{\"id\":\"3394\"},{\"id\":\"3398\"}],\"height\":400,\"left\":[{\"id\":\"3395\"}],\"renderers\":[{\"id\":\"3417\"}],\"title\":{\"id\":\"3584\"},\"toolbar\":{\"id\":\"3406\"},\"width\":400,\"x_range\":{\"id\":\"3383\"},\"x_scale\":{\"id\":\"3387\"},\"y_range\":{\"id\":\"3385\"},\"y_scale\":{\"id\":\"3389\"}},\"id\":\"3382\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"navy\"},\"height\":{\"value\":0.5},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"navy\"},\"right\":{\"field\":\"right\"},\"y\":{\"field\":\"y\"}},\"id\":\"3416\",\"type\":\"HBar\"},{\"attributes\":{},\"id\":\"3389\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"3413\"}},\"id\":\"3418\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"3590\"},\"group\":null,\"major_label_policy\":{\"id\":\"3591\"},\"ticker\":{\"id\":\"3392\"}},\"id\":\"3391\",\"type\":\"LinearAxis\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"3413\"},\"glyph\":{\"id\":\"3414\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"3416\"},\"nonselection_glyph\":{\"id\":\"3415\"},\"view\":{\"id\":\"3418\"}},\"id\":\"3417\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3392\",\"type\":\"BasicTicker\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"3587\"},\"group\":null,\"major_label_policy\":{\"id\":\"3588\"},\"ticker\":{\"id\":\"3396\"}},\"id\":\"3395\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3385\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3396\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_color\":{\"value\":\"navy\"},\"hatch_color\":{\"value\":\"navy\"},\"height\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"right\":{\"field\":\"right\"},\"y\":{\"field\":\"y\"}},\"id\":\"3414\",\"type\":\"HBar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"navy\"},\"height\":{\"value\":0.5},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"right\":{\"field\":\"right\"},\"y\":{\"field\":\"y\"}},\"id\":\"3415\",\"type\":\"HBar\"},{\"attributes\":{},\"id\":\"3387\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3383\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"3395\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"3398\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3593\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"3584\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"3399\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3591\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"3400\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"3592\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3587\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"3405\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"3588\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"3590\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"tools\":[{\"id\":\"3399\"},{\"id\":\"3400\"},{\"id\":\"3401\"},{\"id\":\"3402\"},{\"id\":\"3403\"},{\"id\":\"3404\"}]},\"id\":\"3406\",\"type\":\"Toolbar\"},{\"attributes\":{\"overlay\":{\"id\":\"3405\"}},\"id\":\"3401\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"axis\":{\"id\":\"3391\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"3394\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3402\",\"type\":\"SaveTool\"},{\"attributes\":{\"data\":{\"right\":[1.2,2.5,3.7],\"y\":[1,2,3]},\"selected\":{\"id\":\"3593\"},\"selection_policy\":{\"id\":\"3592\"}},\"id\":\"3413\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3403\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"3404\",\"type\":\"HelpTool\"}],\"root_ids\":[\"3382\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"dace7440-0a56-4464-b6eb-6fd1b48871fe\",\"root_ids\":[\"3382\"],\"roots\":{\"3382\":\"20405da6-b78f-4eae-b510-821ab7301497\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3382"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = figure(plot_width=400, plot_height=400)\n",
    "p.hbar(y=[1, 2, 3], height=0.5, left=0,\n",
    "       right=[1.2, 2.5, 3.7], color=\"navy\")  # 水平柱状图\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"17b32f4b-fff4-49d8-9396-703389665a22\" data-root-id=\"3650\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"081c1f1e-bcbb-4be2-91a9-682bb475195a\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"3661\"}],\"center\":[{\"id\":\"3663\"},{\"id\":\"3667\"}],\"left\":[{\"id\":\"3664\"}],\"renderers\":[{\"id\":\"3686\"}],\"title\":{\"id\":\"3651\"},\"toolbar\":{\"id\":\"3675\"},\"x_range\":{\"id\":\"3653\"},\"x_scale\":{\"id\":\"3657\"},\"y_range\":{\"id\":\"3655\"},\"y_scale\":{\"id\":\"3659\"}},\"id\":\"3650\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"fill_color\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"field\":\"hatch_color\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"line_color\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.8},\"x\":{\"field\":\"x\"}},\"id\":\"3685\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"3662\",\"type\":\"CategoricalTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"field\":\"hatch_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.8},\"x\":{\"field\":\"x\"}},\"id\":\"3684\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"3869\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"3661\"},\"coordinates\":null,\"grid_line_color\":null,\"group\":null,\"ticker\":null},\"id\":\"3663\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3665\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"3866\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"3664\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"3667\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3870\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"3866\"},\"group\":null,\"major_label_policy\":{\"id\":\"3867\"},\"ticker\":{\"id\":\"3665\"}},\"id\":\"3664\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"3867\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"3871\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"fill_color\":[\"#3288bd\",\"#99d594\",\"#e6f598\",\"#fee08b\",\"#fc8d59\",\"#d53e4f\"],\"hatch_color\":[\"#3288bd\",\"#99d594\",\"#e6f598\",\"#fee08b\",\"#fc8d59\",\"#d53e4f\"],\"line_color\":[\"#3288bd\",\"#99d594\",\"#e6f598\",\"#fee08b\",\"#fc8d59\",\"#d53e4f\"],\"top\":[9678,11034,5387,6038,4928,3783],\"x\":[\"matplotlib\",\"bokeh\",\"pyecharts\",\"seaborn\",\"plotly\",\"ggplot2\"]},\"selected\":{\"id\":\"3872\"},\"selection_policy\":{\"id\":\"3871\"}},\"id\":\"3682\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3872\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3668\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3669\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"3657\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"overlay\":{\"id\":\"3674\"}},\"id\":\"3670\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3671\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"3672\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"3673\",\"type\":\"HelpTool\"},{\"attributes\":{\"factors\":[\"matplotlib\",\"bokeh\",\"pyecharts\",\"seaborn\",\"plotly\",\"ggplot2\"]},\"id\":\"3653\",\"type\":\"FactorRange\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"2019\\u5e747\\u6708\\u5e38\\u89c1\\u53ef\\u89c6\\u5316\\u5de5\\u5177Github\\u6807\\u661f\\u6570\\u91cf\"},\"id\":\"3651\",\"type\":\"Title\"},{\"attributes\":{\"tools\":[{\"id\":\"3668\"},{\"id\":\"3669\"},{\"id\":\"3670\"},{\"id\":\"3671\"},{\"id\":\"3672\"},{\"id\":\"3673\"}]},\"id\":\"3675\",\"type\":\"Toolbar\"},{\"attributes\":{\"start\":0},\"id\":\"3655\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"3674\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"3682\"},\"glyph\":{\"id\":\"3683\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"3685\"},\"nonselection_glyph\":{\"id\":\"3684\"},\"view\":{\"id\":\"3687\"}},\"id\":\"3686\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3659\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"3682\"}},\"id\":\"3687\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"3869\"},\"group\":null,\"major_label_policy\":{\"id\":\"3870\"},\"ticker\":{\"id\":\"3662\"}},\"id\":\"3661\",\"type\":\"CategoricalAxis\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"hatch_color\":{\"field\":\"hatch_color\"},\"line_color\":{\"field\":\"line_color\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.8},\"x\":{\"field\":\"x\"}},\"id\":\"3683\",\"type\":\"VBar\"}],\"root_ids\":[\"3650\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"081c1f1e-bcbb-4be2-91a9-682bb475195a\",\"root_ids\":[\"3650\"],\"roots\":{\"3650\":\"17b32f4b-fff4-49d8-9396-703389665a22\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3650"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.models import ColumnDataSource\n",
    "from bokeh.palettes import Spectral6\n",
    "import pandas as pd\n",
    "df=pd.read_csv('data/visualization-20190505.csv')\n",
    "p = figure(x_range=df['Visualization_tools'],title=\"2019年7月常见可视化工具Github标星数量\")\n",
    "p.vbar(x=df['Visualization_tools'], top=df['Star'] , width=0.8, color=Spectral6) \n",
    "p.xgrid.grid_line_color = None\n",
    "p.y_range.start = 0\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
